{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import sys\n",
    "sys.path.append('../')\n",
    "\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from matplotlib import pyplot as plt\n",
    "import cv2\n",
    "from tqdm import tqdm_notebook\n",
    "import pickle\n",
    "import os\n",
    "import logging\n",
    "import time\n",
    "from IPython.core.debugger import set_trace\n",
    "\n",
    "import torch\n",
    "import torch.nn as nn\n",
    "import torch.nn.functional as F\n",
    "\n",
    "from dataset.mask_functions import rle2mask, mask2rle\n",
    "from dataset.dataset import prepare_trainset, build_mask\n",
    "from utils.utils import save_checkpoint, load_checkpoint, set_logger\n",
    "from utils.gpu_utils import set_n_get_device\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "device = set_n_get_device(\"2\", data_device_id=\"cuda:0\")#0, 1, 2, 3, IMPORTANT: data_device_id is set to free gpu for storing the model, e.g.\"cuda:1\"\n",
    "multi_gpu = None #[0, 1]#use 2 gpus\n",
    "\n",
    "SEED = 1234 #5678#4567#3456#2345#1234\n",
    "debug = True # if True, load 100 samples\n",
    "IMG_SIZE = (512, 768)\n",
    "BATCH_SIZE = 8\n",
    "NUM_WORKERS = 24\n",
    "torch.cuda.manual_seed_all(SEED)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Count images in train/test folder:  5546 3698\n",
      "Count of trainset (for training):  942\n",
      "Count of validset (for training):  166\n"
     ]
    }
   ],
   "source": [
    "train_dl, val_dl = prepare_trainset(BATCH_SIZE, NUM_WORKERS, SEED, IMG_SIZE, debug, crop=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "for i, (images, masks) in enumerate(train_dl):\n",
    "    images = images.to(device=device, dtype=torch.float)\n",
    "    masks = masks.to(device=device, dtype=torch.float)\n",
    "    #labels = (torch.sum(masks.reshape(masks.size()[0], -1), dim=1, keepdim=True)==0).to(device=device, dtype=torch.float) #1 for non-zero-mask\n",
    "    if i==0:\n",
    "        break"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(torch.Size([8, 1, 512, 512]), torch.Size([8, 4, 512, 512]))"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "images.size(), masks.size()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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qMd1UKsX//t//m/r6es466yxaWlpYs2YNu3btYtOmTTz22GPKxZlKpXA4HGhaMYOr3Mb+/ftpaGjg8OHDdHV14XK56Onp4ayzzmLfvn2sWLGCCy64gMcff5x0Os3TTz/Njh07WL16NQcPHuTw4cMYhkFDQwNbtmwhlUop6GR0hnwikhaujFIwjGLukkOHDiGEUJEcMjS1VBJGTdNoampi27Zt1NTUkMlkVC6RM888k4GBAcbGxqisrFRRIJlMhoaGBq677jra2toYGxtTTxpCCA4fPgzA0qVLCQaDrFq1iv7+foQoJrWLRCJq/3KCpGEUswGnUikikQixWAxd11VOkKamJjVWLm9AuT8Zsvrtb3/7f5kcmRxNZY5MhqY/Q+OTrgfuuOOOH5kcmRxNRl80JQyrf/qnf7pj8+bNVFVVsXHjRu699142bNjA9ddfz5o1axgeHkbXdfr6+ujt7WVsbIxLLrmE/v5+nnzySWbOnEk+n2fmzJm8+OKL5HI5Lr74YjXeKi3ZmpoafD4f0WgUq9VKb28vzc3NzJo1i+XLl/PLX/5S/X50dJSuri62b9/OzJkz2bNnz4SGjUaj6r3b7VYhmwBr166lt7cXAKvVSi6XY9myZVxzzTUMDAwQiUSoqKggHA5z8803s2zZMnbv3v2OCAqXy0Umk1GT7UZHR9m5cyeNjY0K8EWLFlFTU0NHRwfbt29XCdScTiebN28mmUzS0tLC6OgohmEQDAYxDIOKigr8fj99fX1Eo1ECgQDXXnstzz//PIZh0NTUxMjICHV1dYTDYeVu1XWdZcuWcfDgQXK5nHIZy6gOuZ6cODhnzhxCoRD5fH7SDSuTI5MjkyGToRMxBEy6YWVyNP05Ol5fNCUMq+9///t3rF69mssuu4zOzk4++clPsnfvXjW2WV9fDxTDMh944AE2btzIBRdcQCAQ4P7772fLli0sWLCAPXv2kMlkuPnmm/F6vbS1tSGEYHh4mHg8TmVlJR0dHVRVVdHX10dLSwuzZ88mFoup7LPPP/88ra2tdHV1cc455xAIBNi+fTtwxOI2DAOXy6Us9vGwS2X9Hjx4ECEEgUBAwRoMBtm5c6d6OpAuyF27dhEMBrn00kuxWCyMjo4qSz+bzar9Njc3U1dXRyqVYtmyZXi9XtasWUN/fz87duxg69at6mkMimPA0tKWEAlRzNHhdDpxuVy8/fbbFArFpGjhcJi+vj5GR0cRQvCFL3yBLVu2kEwmVUhrLpfjIx/5CIFAgJ6eHnV8breb22+/nXA4zFVXXUU+n6evrw9d16msrFRj/JNtWJkcmRyZDJkMnYih8d9PqmFlcjT9OTpeXzQl8lg1NTUZV1xxBYlEgrPPPhun06lyZYTDYVKpFNXV1bS2tvLb3/6W22+/ncWLF3Prrbeybt06Dh48yOOPP47L5eLqq6/mjDPOUIUXZQSBruu0traqUNcnn3yST3/60+zZs4edO3fi9/vp7e1lx44drF27lrlz57J7927eeOMNHA6HmqwmJ80JUUyZn06n1ROEXA5Hkpfde++93HbbbRNcp8lkErvdzhe/+EV+9KMfkc1mueeee7jlllsm5AHZtGkTW7ZsYefOnaTTaZYvX84ZZ5yhJiSGw2F6e3txOBwqtNZut6uJgBJImJiozuFwMHPmTPbt20ehUFD5QmThT7fbTSgUmjBJUG5LAinPUbpNLRYLuVwOp9PJr371K/7yL/+ShQsXsnPnTgA5sXFS81iZHJkcmQyZDJ2IoVwuRyqVmtQ8ViZH05+j4/VFU2Ly+tDQELW1tTQ0NPDb3/4WgNHRUbZt28b27dsZHh7m5z//OX6/n7/9278lFAqxYcMG3njjDfbv309XVxeXXHIJuq6zZcsWVYH78OHDDA4OMjIyQjabpba2FqvVSnd3N88++yx/+tOf2Lt3LwcOHCCRSKgogEwmQ3t7O7t37yYQCEyIFpDWsZxUaLVaVV6U0qgBab1/5Stf4brrriOfz6vt+Hw+crkcb7/9tnJzPvPMMwAKwOuvvx6/38/LL79MMpnE6/Vy4YUX0tXVRWdnJ5s3b6azsxMolgB47bXXgGLNJHnDSFiEKJYisNls6oaSkSoSJBl2ms1m8Xg8ZLNZHA6HemKQ4/r5fF5FiGiapqIwZO4QgEcffRS73c6+ffvU9sshkyOTI5Mhk6ETMXSsydQmRyZHp7IvmhIeq/r6emPdunVUVFSwcOFCnnrqKa6++moKhQKdnZ0qLPL+++/niiuu4IEHHmDVqlUMDg7i9XqpqKjg4MGDNDY24na7ueiii9i/fz+xWIzq6mrq6uqYOXMmv//97/nP//xP0uk0wWAQAK/XSyKR4Nxzz6Wnp4d4PM55553Hww8/DEwMFZXvbTabqrYNqHFZwzC49NJLeeqpp8hmsyqkVbpBpfWvaRpXXHEFGzZsIB6P893vfpfR0VFVz0lKTlRctmwZGzZswOl04na76e/v54c//KHK2tvU1ERfXx/pdFq5MuX+NE3jlltuYfv27ezYsQOHw6EKVo6OjmKxWMhms9jtdioqKqisrOTQoUNks1lqamo4fPiwenpxOBzKFSuEoKmpiYGBAZXpV4JqsVhIJBKqnYQQpFIp8vn8pPZoJkcmRyZDJkMnYmh84vekeqxMjqY/R8fri6aExyoUCrFu3TpmzJhBY2Mjn/jEJ3C5XPj9fj7+8Y/T29tLKBTikksu4U9/+hMWi4WqqipWr17N0qVLSSaT9PT0sHjxYtasWUMqlWLRokU4HA4WL15MS0sLXV1dPPPMM7hcLlatWqXyUsyfP59cLsf27dux2WxUV1fzyCOPYBiGgqwURLvdjq7ruFwuKisrVWindIk+/vjj6LqOruusXbuWhQsXTgg7le7WTCYDwP79+6murlYhqlKaVqwt5Xa7aWhooKqqil/+8pc8+uijhEIhYrEY6XSaBQsWEAgEOOecc5g7d6463tKnsvvuu4/KykrlspUlAWQyNPmbaDRKRUWFOt/SSApN07j88svJZDLYbDYqKiro7+9nzZo1atter5dMJsPnP/95NE1TblTpsp1smRyZHJ2sTIamP0PlyGNlcjT9OTqepoRhVVlZyeOPP84DDzyAzWbD7/ezc+dO9u7dyzPPPMOSJUuYO3cuq1atorm5mZtuugmfz0d1dTVz5sxh3rx5XHXVVcpq7+vrY8eOHXzve98DoLW1lVdeeYVIJKISqlksFhobG+nu7uaee+5RhSQ9Hg9XXHGFch1KWOEIGDabjVgsxvDwMFDMHmsYxXBVh8PBn/3Zn2EYBp/97GfZs2fPBLehnBj46quvous6HR0dKnFZqVpaWtA0jWuuuQaPx8O3vvUt/H4/bW1t/PrXv+b000/n4osvVsUxnU4ns2bNIhAI4HA4JjxJVFVV8fzzz08AU5YjkBl0s9kshmHwxhtvUCgU1M38yU9+EofDgcvl4v777weKpRpk2v+Ojg6Gh4cRQhAOh6mqquLRRx/lggsuACCRSByztMFkyOTI5OhkZTI0/RkqnaczWTI5mv4cHa8vmhJDgT6fz9B1nSVLljBv3jwqKiqYNWsWM2bMIB6PM2PGDDRNUzBVVFSwY8cO/uf//J8MDw/z4x//mPPPP1/lnchkMnR0dHDppZeycuVKvvvd79LW1kZNTY1Ke59Op1UopRCCGTNmkMlkuPDCC7Hb7UQiEdWAzz77rHJBQjFxWDQaVZPgAOValJa7ruvMnj1bpfvP5XLYbDZ1Y9tsNq699lqcTif33nvvhGOR+8jn88ybN49169ahaRoHDhxQ6xQKBV599VVqamqYMWMGFRUVWK1WNa4tXZcSgFmzZjEyMkI8HldwCiHI5XITbjIo5gJpbW1F0zSuv/56fvazn6nOSP5OjqND0Y2s67rKMiz3L92lbrebcDhMNpud1KFAkyOTI5Mhk6ETMaRpGsPDw5M6FGhyNP05Ol5fNCU8VlarlX/4h3+go6MDt9vNqlWraG9vZ2BggKqqKuLxOCMjI/zud7/Dbrfj8/lYtWoVdrsdgIsvvpizzz4bXdeZMWMGzc3NFAoF5s2bx7/8y7/Q0dHBJZdcQi6Xo6WlhXg8rhpfCIHdbmf16tV8+tOfxuVyoWkaK1asoLm5mbfeekvlr4CiZZtKpSYAWDrpTY7VFgoFVcBSXrCPfOQj6sKtXLmSTCZDMplU25D7EEIot+g3v/lN3G43tbW1dHZ20tTUxNKlS/nDH/5AJBJh//797Nq1i7a2Nnbt2kUymSSVSlFXV4cQxXwkNTU19PT0kEgkgIlVup1OJ4AKtXW73ezbtw+LxYLdbueBBx5A13X1G+kehqILubq6WrXJ6tWrqaiowOFwqJt81apVyq082TI5MjkyGTIZOhFDcsL1ZMrkaPpzdLy+aEp4rHRdN7xeL1/96lfVRTvvvPMYHR0llUphtVqJxWJqLFjXdYLBIMPDwxQKBbxeL3/605+orq7mrbfeYnR0lI0bN/LSSy8BqDBOTdNUDou/+Iu/4Nlnn1V5NjweD+l0mjlz5nDuueeSzWZ54okn6OnpAY6M8drtdtLpND6fj7GxMYQQWCwWrFarmgwXi8WO3+hC8Mgjj/DLX/6Sxx57TEVtlIINR2C56KKLOHjwIB6PByEEl1xyCT/84Q8Jh8MUCgUVuVA6qfBnP/sZ1113HevWrePll19WkHs8HiwWi/qtzWbDarWqYpgWiwWHw0E0GsXn86ncIfKv9PhWrlxJZ2cniUQCTSvWXPL7/QSDQXRdp6GhgQsvvJBHHnmEXC5HKBSaVI+VyZHJ0cnKZGj6M3T++efzn//5n5PqsTI5mv4cHa8vOqHHSgjxEyHEkBCirWRZlRDiGSFE5/hr5fhyIYT4nhCiSwjxlhBi5Ym2D1BRUcENN9ygLML58+cTjUY5fPgw1dXV5HLFIpO6rqsoA7/fz6pVq6iuriYUCrF7925sNhvz5s3j4osvpq2tjZGREXp7e7FYLGosWc7y/+Mf/0g0GuWcc87BbrdjtVoJhULs3LmT3t5e7rnnHg4ePKhAsFqtaizZMIpp/iUo+XyeVCrFV77yFSKRyAQXo4S3NP3+bbfdhsvlUuvISX9HA7hixQqqqqrweDzY7XbC4TDNzc1ks1k+9rGPqacBr9dLoVCYUHbglltu4b777uPNN9/E7/ej6zqFQoFwOMzo6CiapuH1epk/fz4tLS14vV51LKlUCqfTqdq6dHxb3nDV1dXKBSyfqmbPns25556rXMjBYJD58+cTj8flpEGTI5OjD8xRKBSSyf5MhkyGPnBf9OyzzwKsMDkyOToZjmQaiWPpvQwF/gz42FHLvg5sNgxjPrB5/DPAnwHzx/9uAu59D9tHCMGSJUtYs2YNCxcuxG634/V68fl8xONxvF4vTU1NWCwWPB4PqVSKvr4+XnjhBf7t3/6N7u5uPve5z7F06VLS6TQDAwO43W4SiQQ+n49CoaAA13WdlpYWhoeHufzyy/nd737H8PAw3d3dynp99NFH1bHJhGxyYpyMBpAXRAKXy+V49dVXJ5xXoXAkGZm8EaxWKz/60Y+w2+0sW7ZMXVyfzzfht1arlXA4zOrVq2loaODgwYOsX78eTdPYv3+/mmQIKPA1TaOurg5NK0Yv7Nixg1gsRiwWU25iaYXn83lisRidnZ20tbURiURwu934/X6y2ayKtMhkMiQSCbV9KCamO//88zl06JAKdU2n0yxatIihoSG1n0WLFrFp0yauvfZaeagmRyZHH5ijj3/848eKxjEZMhn6IH1Rp8mRydHJcFSaBuJondCwMgzjRSB01OLLgJ+Pv/858D9Klv/CKGob4BdCzDjRPmR161Qqxeuvv86uXbvYvHkz6XQal8ulTkpmXpW1kWKxGKeddhqrVq0iFosxe/ZsFixYwOuvv87Y2BiLFy9m2bJlKuxTWs+XXnop2WyWn/70p8Tj8QlWdaFQUMnSgAmWuUwkJpXL5SgUihW3ZUIzwzBUmKZhGNhstgkZYrPZLJWVlQwMDGAYR7K/ltZpslgs6twbGxvx+XwsXryYYDBIOBxmzpw57Nu3b0KuETE+Bv7Nb34Th8NBVVUVDzzwgDpOeTPI8zIMA6vVqiYl2mw2otEo4XBYnaN8ejpu3wAAACAASURBVJDv5W9TqRRPPvkkkUiEcDjMpz/9aRYvXsz69etZsGCB2t7bb7/NWWedRT6fp6WlBZMjk6OT4Ujm7jEZMhk6mb7ooYceAjg654LJkcnR++JIpoI4lvR3/eb4qjMMY2D8ZAaEELXjyxuBQyXr9Y4vGzh6A0KImyg+AVBTU0N3dzfxeJzTTz9dWZIOh0NVyU6lUvh8PvL5PKOjo6xatYqOjg7WrFnDzp07iUQifOELXyCZTNLU1KTWGxsbU0nJZGKvO++8U43PygsoX61W64RcF6UwCiFIJpMTIgdyuRzhcBir1Uo6ncbhcCiXo9/vJxqN4nQ6SSQSXHfddZx33nnMnDmT1tZW1q5dq/KqlN4IQhQrcnd1dfH2229zyy23UFFRQWtrK8FgkGg0Snd3N16vl1wupyYLGobBl770JXRdJx6PqygGGfVgtVpVCCocefrIZrMqUZtMQDc2NqYqgGuaxne/+11uvfVWFV2xaNEiVW396aef5sILL6S2thaLxcLvf/97gsEgixcvpqOjg1AoRCQSMTkyOTppjmRnbTJkMvRBGQoEAkcjYHJkcnSq/qcBpz4q8FgTuY45O94wjB8ZhrHKMIxVQgg1MSyXy+FyuYjFYvT29jI6OkowGGTu3LmEw2Hy+TwNDQ0kk0m2bdvGCy+8wF133aWSocnssXPmzOH888/HMAy6u7tVFINhGCryQlq7pRavzPMhXaQSUI/Hg67rWK1WZbFXVlaq32UyGRYuXEg6ncZqteJyufB4PCxYsIB0Oo0QxcKZL774Ig899BBf+9rXuPzyy5UlXVlZiaZp/PjHP1Y3XS6XI5PJ8OSTT3L48GEGBgZIJBK0traq31VVVanjlzeHBE0CZBgGDocDu92ubnAhipMWZaREMpkkGo2iaRpDQ0MTQmULhQJ///d/j8/no7W1FYD58+czODhIOBxm3bp11NfXMzg4yDe+8Q1GRkYQQtDR0UE8Hqezs1O1ucmRyVGZODIZMhk6JkPj3nOTI5OjSeuL3lNUoBBiNvA7wzCWjX/eC1wwbtnPAJ43DGOhEOKH4+9/ffR6x9t+Q0OD8f/+3/9Tn/1+P7FYTEUjpFIp5s2bpyp6//a3v+XAgQOsXLmSp556isHBwQluvQsuuIC2tjbGxsbw+/3YbDaGh4ffMSZaatlLyTHm0rFkeXHhiEUsgZeaNWsWBw8exGq1qjwbjY2NE5KkyWX/8A//wODgIE8++ST5fJ7Zs2fz7LPPKneqhBCKIaMf/ehHsdlsPPTQQ1gsFmpqamhsbKStrY3KykpsNhuDg4MKvtJzcrlcJBIJdVyAGq8uXU++lyGqmqZNKNK5YMECDhw4QD6fx+FwkEgkcLlc1NTUYLfbsdvthEIhhoeHcTgcfPnLX+ahhx7iwIED6kaIxWJzTI5Mjk6Go3w+TyKR2G0yZDL0QRlasWIFW7ZsaQU0kyOTo5P5nxaNRo8ZFfhBDavvACOGYfyzEOLrQJVhGLcLIT4O/DWwETgL+J5hGGtOtP3Zs2cb/+f//B8qKirI5/M4nU7C4TB+v19ZxV1dXTz55JP4fD7VwabTabZs2aKsV2lZZ7NZvF4vyWRSfU6n0wqm0nOWjSzfywaTkp9Lk4cVCgUsFosCb/ny5bS2tmKz2bDb7QghiEQiqt6Q3L7cnsViYenSpUQiEVpaWmhvbycajXLxxRfz8MMPc/rpp9Pe3k4mk1GhsDU1NYyMjGAYxTFsu91ONptVxSKPLtNQOk5tGAaVlZWMjo5OOO/xa6nO2+l0Klep3I8YHx+/4ooreOihh1TBy8rKSnw+H16vlxkzZvDcc89hsVioq6tT49TyvGV7xePxow0rkyOTo/fF0fjQxW6TIZOhD8rQypUr2bp169GGlcmRydH7/p8Wi8U+mGElhPg1cAEQAA4D3wYeAx4CZgI9wJWGYYREca93U4z+SgA3GIax47g7AFpaWoy77rpLpbK32Wz09vZSU1PDgw8+SFdXF36/n7GxMXw+H0uWLOGVV16hv7+fRCKhxnRlg8pXt9tNPB5Xk6e7u7sVGKUXQl4Mp9Opcl/I7zRNU5EVcvxZri+jK6CYWExaw9XV1QSDwQnwyd9ILV26lNNOOw2Hw8EZZ5zBl7/8ZfWdruvKXSknyQWDwQlZZ3Vdp6KigrGxsXecx9Gf5fby+bwafy6NpJDnqWmayqRb6npdsWIF7e3tamKh3KZ0rS5YsIBIJEIoFFKRJoZhqDa//fbb+cd//EeSyeSgyZHJ0QflaNasWezevZtCoZAzGTIZ+qB90cMPP8wbb7yRpTjMZ3JkcvSBOLrvvvs4dOjQMQ2rE05eNwzjs+/y1YZjrGsAf3WibR4tTSuGbEoLdmRkhMrKSp5++mneeustVq9ezZYtW6ivr2f//v14PB4OHz5MPB4HmDBRTkIDqO8tFoty35W6OuUFk/kwpKtSNn5lZaWKsCiFUYjiRLx4PK5cjDKbb2m0wIIFC9i2bduEJwipPXv2sGfPHoQQPP7446xevZr29nYVRiqPb9myZXR0dODz+XC5XGrM2DAMRkdH1dOLPBfZDhaLRQGby+VUEjUo1jo6Ou2/hEpm4JWaNWsWnZ2deL1eVUtJum6HhobweDx0dHSgacVEauFwmHPOOYeXX36Z/v5+NE0jHA7LG/RY0TQmRyZH74mjj33sY7S1tWEYhvWoS28yZDL0nvuijo4OgLeMdyYINTkyOXrPHPX19b379X+/wEyGhCimqY9GoySTSbq6uohEIsyaNYsLL7yQLVu2sHbtWrq7uwmFQjz//POEw2HV6KXWrGx4Oa4svy+1eo/+nbRw5WchhBqPbWhoUL+VbsSKigr1VFFq5QcCASorK9m+fTuhUOgdOUAkzFdffTV/8Rd/wcKFC6murmZkZIRdu3Zx6aWXTljfYrHQ1tZGfX09IyMjav/S6j8aQCGE+pPrQvFpIZ/PEw6HJ2S2LT3vUotfJkwDOHToENlsVt0YstbWggULMAxDRZRIV3FVVRU7d+5UOVc8Hg9nnnkmDofjlDJzLJkcmRydrEyGpj9DCxYsOKXMHEsmR9Ofo+P1RVPCsAJURtkHHniAYDDIM888w3PPPYeu65x++uns2bNHWZel0EmVJvsClIsPiqGvMBEyKXnBnE6nciP6/X6gmNvi4MGDap91dXW4XC71hFAoFDO01tXVkcvlVNio3Je8CeRnCey2bdtYsGABDQ0N3HzzzVx55ZXk83kefvhhBTag3JwyRNhms73jhpM3jNfrnWDhG4ahXNC5XE5l15XWfimg8vjkuLYEW076MwyDSCRCJpOhtraWdDqtalelUimqq6vVE8fIyAhWq5V169apEN277777uMnUTqVMjkyOTlYmQ9OboeN5Gk6lTI6mN0cnlSC0HMrlcrS3txMMBrFarTzyyCNs3bqVN954gxdffJGKigq6urqOCZ+UdPuVSq4fDAaPuVyqsrJS1TWyWq2MjY2xaNEilYQNipb24cOHSSaTKseGPPaRkRE8Hs8xt320amtrOXjwILperJx94MABDhw4wJo1a7DZbHznO99R9ZNkyQGLxUIoFKKiokKdq9yX1WpVbs9SSfjk751OJ16vV32fSqUIBALK6nY6nWrcGoop/2Xm3IqKCvXdvn37WLhwIVu3blVuWBkyLPcbiUR45ZVXqK6uJpVKsWvXrhO2y6mQyZHJ0cnKZGj6M3T0tZkMmRxNf46O1y5ToghzY2OjceaZZ1JZWckzzzyjUttLa1VOons3SVehrutqXFg25tEuxNLz1XVdXSQJ4Zo1a9i+fbsaf3Y4HCoSQ4bKym1YLBZmz56tKmeXjlcf60lCLtN1ncbGRsbGxnA6ncTjcVpaWujq6iKfL9ZokhESMneIvNCyBpOUw+GgtraWQ4cOTTi3UldqXV0dyWSScDg84beBQICRkREVPRGLxZSLVQjB+vXr2bp1Kw6Hg0WLFrFjxw7VLkuWLKGrq4tcLqfGvv1+vxq/z+VyaqKffAooFAqTWoTZ5Mjk6GRlMjT9GQJIJpOTWoTZ5Gj6c3S8vmhKeKzC4TCzZ8/moYceUlDAEVfj8QCEokXp9/vx+XwTLnrpNuR7KblMuj6li3V4eBghBM3NzQAqDDObzU5I0S+t6iVLliCEmDA5r3Q/xzJc8/k8PT09RCIRhoaGiMVivPnmm+RyOVatWkVlZSX5fF4lIJP5PEqfXkqt/8OHD09wGUtL3+l0EggEiEQizJgxQ7k25aS/eDzOzJkzVXZa+YQkb7jOzk6V2O7111+f0F69vb1q/FpGXkjX7OzZs3E6nezbt++YN+NkyeTI5OhkZTI0/RmS13QyZXI0/Tk6Xl80JTxWTqfTyGazzJw5U+WLONpKfje53W4AZRUfT0dvS7obM5kMDoeDQqGgxrHlk83R4AohOO2002htbZ2wTumxys9y/Lg042vpTQHFKt4yNb6macyYMQO73c7+/fuVu1M+XUgIZbI3GXoLx3YbSxjlpEAJrlzPbrczb948du7cqax6GbobCATUdZDWvjx2IQQ333wz999/vxrj/tSnPsXTTz/N/PnzCQaD7Nu3T7WFpmkkk8lJ91iZHJkcnaxMhqY/Q4ZhTLrHyuRo+nN0vL5oShhWQgijdDz1WFb40csB1aAej4dcLjchX8fRFn2plSm/t1iK1bldLheRSASXy6WStB1rG9I9CKiLJaMH5ERDCebRx28YxSKWx6h1NmFdOekwlUqh6zpnn302u3btIpPJkM1mWbduHWNjY7S3t6sEb4VCQWXNPdaNJvcvIy5khXXDmDgZUYgjNZh8Ph92u53m5ma2bdumxqNbWlrYv3+/cic3NTWpXCqGYXD22WfT1tam8p/I65RMJkmlUpNqWJkcHVnX5OiDyWToyLrTlaGamho6Ozsn1bAyOTqy7nTl6Hh90ZQYCpQ6lpEnrcdjfZfNZqmrq6OmpkZZ9nLimmzgY21XAmgYxQRpY2NjKt+FHLs+lqu1UChmW/V4PGiaxvr162lsbCSfz1NfX6+27Xa7VQinvDhCCKLR6Dsm5B19rqWg53I5tm3bRiwWI5vNcuWVV9LR0UEsFlPQS/eqvLlkcU7ZFvIYrFarykAbjUbxeDxs2LBhQnvIkNfbb7+dcDhMQ0MDb775Jn6/n+XLl5PP5+nq6qJQKPDnf/7n+P1+Dh06hNvtpqWlBZ/Px44dO1iyZAnz589nxowZVFRUkE6nyzJhtLQdj7XM5Mjk6L3KZGj6MiTnO5VDJkfTl6Pj9UVTxmP1Xse9pSsXjljYNptN5ecYGBiQ23zXbUhoRkZGVKZXCWWppQtHymiUHKv6XFdXRzweJxqNksvlcDgcqo5RNptl+fLldHV1qRtECKFCYBOJhLKkSyMdZEVxaenX1dUxNDSEYRg0NTWxfPlynn32WQWU3K4sKdDV1aVcqYZh8LnPfY6HH35YhZ26XC40TSMej6vjsVgsE5467HY7LS0tdHR0IITA7/ezYsUKXnjhBZYvX053dzexWAyA6urqCeUV5LEDqubSwMAA0WiUfD4/6R4rkyOTo5ORydD0ZyifzxOLxSbdY2VyNL05Ol5fNKU8VsdT6cUvndQmwbFYLAwODk5YdixJC3h4eFiFfNpstne4O+vq6ibkESndv8PhwOl0UlFRQSwWI5/P43K5ANRnt9vNnj17VHI3wyhmvfV6vcydO5c777yTs88+m4aGBnw+H7quc+ONN6ocGjJHxtDQEJ/97Gdxu92sWbOG1157jcWLF2Oz2Sa4RAuFAm+99RaJRAJd11XukAceeIBMJqNcrIlEYkLtJCGEAkoqm83S3t6OxVKsEh6LxXjxxRcxDIPW1laEKFYR/6u/+iui0ShWqxVd1/F6vRTGE7WdffbZXHrppYyNjaFp2oQw3w9TJkcmRycrk6H/2gx97nOfO6nrf6pkcvRfm6Pj9UVT1mN1tHVe2miGYaiJaXLsVrob5Tql7s/Sc5TbbW5upr+/n1wupybNlVrhchty35pWzN66ePFiZsyYQV9fHwcOHCCRSKhtFwrFQpL19fUMDQ2pkNHScxCiOAHw1ltvpb+/n6qqKu6++251TtXV1YRCIXRdJ5FIUCgUmDNnDg0NDbS2tpJOp8lkMng8HmWRyycC6SKVtY0sFosKHc3lcthsNjKZjILXYrEol+jmzZvVccv1pYv36DZsbGwkHA7j8XiIxWKcc8452O12nnrqKYQo1m264447yOVyvPjii+zYsYNIJPKheKxMjkyO3o9MhqY/Q5lMhkQiUXaPlcnR9OLoeH3RlDWsoBhdEA6HVaiqfD1WbSS73a6AKud8nv+qqqqqUu7Sj3zkI+zZs4eBgQE1bn30WL6maarsgbzBDaOYubeiooILLriAn/70p1itVgqFAplMhrPPPltNEhwvtvmhDAWaHE2ephtHJkPlV7kZEkIQjUY/lKFAk6PJ01Tqi6bkUKAcJ00mk9hsNpxOJw6HQ42plq4nG6R0spupE6uhoUG12R/+8Af6+/tZtGiRmux4tOtZQnnNNdewceNGPB4PNpuN0dHRCZEruq5z0003oWkab731FsuXL8fhcBx3fsBkyeRo8jXdOTIZmnyVm6Fy5LE6WiZHk6+p1BdNOY+VBErXdVUMUdf1CVW632Ub6LquLEtTx9f69etpa2sjkUiwatUqXnvtNZWU7vDhw+9YX4hinaUvf/nLzJw5E6vVit1up7e3l7179/If//EfWCwWVRpB0zQWLVrEbbfdRj6f56abbiIWi5XNY2VyVB5NN45MhsqvcjN0zz33sHXr1rJ5rEyOyqOp1BdNKcNKjEcCyBwecjZ+Pp8/ZphpaWIwKCZWMwxDJScz9e7yer0kk0keeeQRLr/8coQQKgIkGo1OuJENo5jZdtmyZXz6059G13X8fj+BQID29nbOOOMMurq6CAaDbNq0iUKhwCc+8QlaW1uxWq2EQiESiQQjIyNlMaxMjsqn6caRyVD5VW6GzjvvPH7961+XxbAyOSqfplJfdMKhQCFEsxDiOSFEuxBitxDiK+PLq4QQzwghOsdfK8eXCyHE94QQXUKIt4QQK99Lo0i3m7Ty/X4/hUKBbDY7IeFXacOURj0YhkE2m51QTNLUu0tGVHzqU59CCMFll11GKpUiFoupSY1SQhRLMKxevZr6+npCoRCRSITBwUEKhQJjY2M4HA527drFrFmzqKys5KWXXuLQoUMcOnSIlpYWWYTT5GiaqZwcNTY2kkgkMBmaXip3X7Ru3TqABSZH00vl5sjv97/rsbyXOVY54G8Mw1gMnA38lRBiCfB1YLNhGPOBzeOfAf4MmD/+dxNw73tpFJvNht1uV3kj+vv7J0AmIRXj0Q0yO6umHantc7yQVFMT5XQ6VfVvm83GE088AUAmk8Fut6sOQf4VCgXa29tJp9O0t7ezd+9e5s2bR2NjI7lcjp6eHj7/+c+zePFiVS1dulHffPNNGf5qcjTNVE6O2tvbcTgcmAxNL5W7L9q2bRtAr8nR9FK5OTqeF/GEhpVhGAOGYbw+/j4KtAONwGXAz8dX+znwP8bfXwb8wihqG+AXQsw43j5kTSAZOilTxx8NlBBCFVSUkhEThmGoat6mTqyxsTGVdK2pqUnd2FDMW3LRRRdx4403snLlSnWTz5w5EyGEfOLjq1/9KocOHSIUCvGLX/yCb3/722zZsoV0Ok0qlVL1mXK5HJFIBJOj6adyclQoFFR+GpOh6aNy90V//OMfARJgcjSdVG6OxsbG3vVY3ldUoBBiNnAG8CpQZxjGABSNL6B2fLVG4FDJz3rHlx29rZuEEDuEEDtk9tTxooYKPglUKVgyBLV0mWwkYAKgpt5dsmaTYRhcfvnlyk0qJ1aef/75OBwOEonEhPBUTdOYM2cOa9as4eabb1blDb72ta+xb98+IpGImnQpc4ecc845Rz+pzcbkaFrow+LIZGj6qNwMleZpMjmaPvow/6cdrfdsWAkhPMDDwFcNwzjeTLpjmdfv8GUahvEjwzBWGYaxSohiplRppY9/r1ykJcdQPOiSZGBymTGe8ExmizV1fGUyGXbu3ElDQwOPP/64grC2thYhBE1NTcRiMRobGxFCsGjRIp5//nkGBgYIBoO4XC78fj/Nzc3ouk4kEmHlypWcd955BAIBleguHA6zZ88eZs6cCZgcTTd9GByZDE0vlZuhu+++GzD7oummD+t/2rH0ngwrIYSVIoD3G4bxyPjiw9IdOv46NL68F2gu+XkT0H+ifRzLRSpBtNvtCji5XEZP1NbWqggLmare1ImlaZrK2dHb20sgEMBisajwXl3XmT17Ns899xyFQoGenh4OHDjAypUr8Xg86LquxrJdLhc1NTX09/erYpgWS7HKektLC+FwWLq0TY6mmcrNUTqdBpOhaaVyM9Tb2wtFY8nkaBrpw/if9q7HcqKDFUXz+cdAu2EYd5V89Thw3fj764Dfliy/VhR1NhCW7tV307EAhKL1fvrpp8vOVAFnt9uZO3cuTqeTmTNnqmy6qVSKj3/84yc6JVMU3cvJZJJ4PE4mk6G/v1/B5Xa7+cY3vsGmTZsA+MEPfkAulyMQCHDnnXfi9/sxDIPt27czNjbGE088wcjICJdddhnV1dX09PSQz+cJBAIsXbqUefPmyZpXJkfTTOXkqKWlRXJkMjSNVO6+6P/+3/8LMAuTo2mlcnN0rNxYUifMYyWEOBd4CWgF5KDi31Mck34ImAn0AFcahhEaN8TuBj5GcYLgDYZh7DjBPgxZw+doVVZWqsraLpeLeDyO2+0mFoths9mor6+nv79f1VfK5/NmMrX3IKvVqgplhkIh7rzzTjZt2qSejurr6wmHw2SzWc477zwKhQJbt26lqamJDRs2cODAAZqbm3nppZcYGhpSZQHkE5nP5yMSiXDeeefR0dFBIpFgeHgYTI6mlcrJ0a5du2RnZjI0jVTuvuiTn/wk3//+98HkaFqp3Bzl83kOHTo0tROEHg2hDImUlruc7S+EUMUpAc466yza2trUE0Aul5tQd8nUseXxeACYN28ee/bswev1kkqlmDt3Lvv3759QsPKWW27h3nvvVb+z2WyEQiF1Dex2O7Nnz6ajowM4Ml9ACMH69evZt28f+/btI5fLTXqCUJOj8mq6cWQyVH6Vm6GRkRFGRkYmPUGoyVF5NZX6oilXK1DXdex2O/l8HiGECnOUtXnkhD4Zurpt2zaVcE3WWDJ1YsknoAMHDiiXcyAQYO3atTQ3F6cTOBwOCoUCW7Zs4bTTTkPTNMbGxhgbG1OuUzEeLrx37140TUMIwaxZs1TnMTQ0xOjoKF6vt6znZ3JUHk1njkyGyqNyM3TRRReV9fxMjsqjqdQXTSnDymq10tjYSDabZfny5aq+UmnGVIvFgt1uZ9asWdjtdhoaGkin07jdbioqKpRlaer40jSNXC5HMpnEMIqFJgcHB3n22WfZv3+/Wq9QKLB3714KhQJLliwBih1FMBhUkwKXLFnCihUruOGGGzjzzDMZHR1FCMHs2bM544wzEEKoJ4FyyOSofJquHJkMlU/lZigcDpft3EyOyqep1BdNiStW6go9fPgwuq4Tj8eJRCLccMMN6LrOl770JaAIYSaToaenh/Xr1zM0NITNZiOXyxGNRo+bW8LUEc2ZM0eF8WqapnJ7DA0NIYSgvr5eQRaPxxkeHqatrQ0oJluTta/q6+vp7Oykra2N3t5e3njjDWKxGIZh0NfXx0c+8hGuvvpq5faeTJkclV/TjSOTofKr3Ay99tprk35OJkfl11Tqi6bEHCtN0wyfz6cmmdlsNurq6ujr68NisbBixQp27typUtZLq1S6SmWSL1m80pzod2I1NjYSCoVwOp2y/hpWq1Vl+pV1l2QYMMBnPvMZXnjhBXp7e1X5BamGhgYGBgaor69nYKAYMNPc3EwsFuNLX/oS3/nOdwiFQpPq0zY5Kr+mG0cmQ+VXuRl64403+I//+I9JnWNlclR+TaW+aMoYVjLbqRxPFkLg9XrRNI36+np6enpIJBJqZn86ncbhcJBKpd6xvWMtMzVRs2bNYmRkRJVP0HVd3ciFQkGVYpB5VgBeeuklLrzwQvL5PA0NDeppTH4vc4XILMIyX4vD4SAUCpFKpSbdsDI5Kq+mG0cmQ+VXuRlyuVzs27dv0g0rk6Pyair1RVNmKLCxsVFNDpNuu3A4zMjICMPDw1x++eXYbDYGBwdV3SX5Ksc6pZvP1IkVCoWAYuHKj370o9TW1pLNZlX7Z7NZNbZfKBSorq5mw4YNajLl6OgooVAIu92Oy+XCarUqi780U3BVVRXhcLgshURNjsqv6caRyVD5Nd0YApOjD0NTiaMpYVgZhoHT6SSfz6sK1IlEgsrKSiorKznjjDNIJpMAapa+jKCAI8nXTHfpe1c6nSaTyRCPx3nllVdwOp3YbLYJZRdK23hkZASABx98EJvNRiqVIpfLqaeBfD6PzWZD0zRWrlzJueeei9frJRqN4vV6y9I5mByVX9ONI5Oh8qvcDJXWCpwsmRyVX1OpL5oyhtWhQ4ewWCy43W68Xi/hcBiv18snPvEJnnvuOXK5HDU1NRiGgc/nU5anbDQzLPX9S7ZhOp1WeT4cDseE7+x2O5qm4fV6yeVyXHnllQD8zd/8DQ8++KAqIyDb3mq10t3dTTAYZMaMGaoA5rslyzuVMjn6cDSdODIZ+nBUToYqKysn/XxMjj4cTZW+aEoYVkII/H4/uVyOdDpNfX09FouF9evX8/DDD2OxWHjiiScIBoNYrdYJLjppiZoAvj+VhovW1dVRV1cHoIqGSmtcjklHo1GqqqpUtMW//Mu/cPfdd/PTn/6UXC6Hx+MhnU4jhGBgYICBgQFGR0dVkrtyeKxMjsqv6caRyVD5VW6G5Otkn5PJUXk1lfqiKWFY+Xw+FRJZW1uLw+Egn8/zyiuvYLFYKBQKuN1uFtrbuAAAIABJREFUlYE2GAwCxcaT7j0oNqyZ8+O9SYYDFwoF+vr6iESKxd3ljS1dpnK8X4hi/pevf/3rKgfLq6++isfjYcGCBYTDYXRdJ5VKqezCs2fP5tFHH2X27NlUV1dP+jmZHJVf040jk6Hyq9wMXX311ZN+TiZH5ddU6oumTFSgDH9ctmwZCxYsYMuWLQwNDbFgwQKuu+46/umf/olYLIau66TTaSorK9F1nbGxMeU6lbP3zQiKE8vpdKr3VqsVr9erkqRls9ljTsyTuVVK5XA4+NznPsfg4CB9fX3s2rULi8WiojJkh5LP5wmHw5MeFWhyVF5NN45MhsqvcjO0evVq/vjHP056VKDJUXk1lfqiKWEKyzHNqqoqqqqqeOaZZxgaGsLlclFdXc1PfvIT4vE4mqZx6aWX4vf7icVijI2NAROTsZnu0/cmt9ut3KbpdJpIJEIsFsPhcBxz7Fha/KWvQhTLBrS1tfHHP/6Rnp4e7rnnHk4//XSVYTiVSqmio5Mtk6Pya7pxZDJUfpWboV27dk36OZkclV9TqS+aMobV/PnzSSQS9PT0qCynGzZswOPxsHTpUpX/w+FwqORpUCygKN/n8/kJpQJMvbtkO0Kx/Z1OJ5lMBl3XVVuXSrpPZXI1+VpfX08wGOT8888nnU7zd3/3d1x77bVYrVZmzJhBIBCgpaWlLHOsTI7Kr+nGkclQ+VVuhsrh/TE5Kr+mUl80JYYCLRaL4XA4qKurw+v1ks/n2bdvH/l8HpfLhdvtpqmpidbWVjVearPZsFqtypVaKBTw+Xwkk0ll9Zt6d1VVVeFyudQNb7fbiUajWK1WXC4XgUCAgwcPTpjoKZ+c5HhzJpNRMNvtdi644AL27t3LjTfeSDAY5K677iKbzWK32/H7/ezbt29SH71Mjsqv6caRyVD5VW6GfvCDH3DVVVdN6lCgyVH5NZX6ohN6rIQQDiHEa0KIN4UQu4UQ/2t8+RwhxKtCiE4hxINCCNv4cvv4567x72efaB8yz4emaQSDQbq7u5VrLpVK8a//+q/s3r1bWe9CCDKZjMoDInNPWCwWFVpp6vgqFArKTZrJZAiHw1gsFrLZLOFwmLGxMerq6lSCO0CNURcKBTKZDJqmkc1mlRt78+bNbNy4kV/96lfcddddbNq0CbvdTiaTobu7G5Oj6adyciRDqE2GppfK3Rd94QtfAFhscjS9VG6ODh48+K7HckKPlSgegdswjJgQwgpsAb4C3Ao8YhjGb4QQ9wFvGoZxrxDii8BphmHcLIS4CviUYRifOd4+dF033G63qpFUUVFBLpcjHA7j8Xjw+XyMjIyoMEl5zJqmqTFV2ZhCCFWfydS76+abb+Y3v/kNgIpMkbCVjkfb7Xby+TypVEq5PqX72uPxqLaWdbHk9Tj//POpr69n9+7d+P1+nnrqKQqFQoXJ0fRSOTny+Xz8/ve/J5/PC5Oh6aNy90Uvv/wyo6OjbxiGsdLkaPqo3Bz9/ve/J5fLfTCPlfH/2zvz4LiqO1F/5/bt23u31JIsS7Is27IdG/ACGOPAmGFYJnkEYopkGLIw1FQgNZNkijf1XuWFepmqVCqTSvhjkpokFQIPqiYz701IwjIUkwoEApXAsDksMcaWbYwsybb2Vu+31/P+UN9Dy8i2CNZVq3O+KpV7uWqfe/Xp6NzfOef3m8X5qXprXxK4Cvh57fV/AW6sPd5Te07t/avFWVbfSSmJx+OYpkmpVGJiYoJ8Po8Qgo6ODqampiiVSoRCIVpbW5FSKgGdO4N8Pq/mVTVn59ChQ3R0dKhEZ11dXeruySlW6cjnhE6FEASDQVpaWtixYwd+v5+WlhbC4TDJZJJsNsuKFSu44IILeOONN3jooYfYv38/0WjU6Ty0R02Gmx7FYrH6hbzaoSbB7b6oNohxFshoj5oEtz06EwtavC6E8AghXgfGgV8BbwMzUkpnn+II0FN73AMMA9TeTwJnTD4TDAbp6OhQibyklGo0eeTIEXVBMpmMCu9JKbEsC5hd7Of1evnMZz7D7bffvpBT+qPHtm0+8pGPEIvFWLduHZOTk4TDYarVKj6fT/0sHDH9fr+qCA4wNDSkCoaWSiUCgQAej4fR0VH279/PxMQEHR0dADz55JP4/X7tURPitkc+nw/tUHPhtkPnnXcegPaoyViKv2mnY0EDKyllRUq5HVgF7AQ2z3dY7d/5RvLvmW8UQnxeCLFXCLE3m83y+uuvUywW1fZSZ5W+x+Mhk8nwd3/3d1iWRWdnJ5VKZU6G2nQ6Tblc5v777+exxx5byCn90TM6Osrg4CCXX345W7du5a//+q+JxWJs27aNrq4udZyUkmKxqHJ9hEIhpqenVZp/27bp7e3Ftm0qlQqlUolCoUAgEGD9+vXccMMN+P1+IpGI9qgJcdujWsRBO9REuO3QFVdc4Xye9qiJWIq/aafjfRXeklLOCCGeBXYBLUIIszaCXwWcqB02AvQCI0IIE4gB0/N81r3AvQBCCClquyIKhQJSSoLBID6fj/PPP5+dO3fy2muv0dfXx8DAgBp92rZNMBgkGAwyPj5OW1ubGlFqzsz09DSjo6NEIhEKhQK2bZNKpZicnJyTMM35RS+Xy+puyu/3k06n1fbVV199VRW7BIhEIsRiMQ4fPky1WsW2bbUoE7RHzcRSeaQdah7cdug3v/mN+kztUfOwlH/TTmUhuwI7hBAttccB4BrgAPAM8MnaYbcB/1F7/FjtObX3fy3PskJe1JKhOZlNQ6EQUkq++tWv8vTTT5PNZslkMlx66aVqRf7tt9+OaZo88MADbN++nf7+fq699lr2799/tlPS1HjjjTd49NFHVUmFXC5HpVLB7/er8Kmzk8UJZU9PT1MsFpmamqJcLrN582YuvPBCvF4vQgg6OzvJ5XK0tLQwMzPD8PAwmUzGWYSpPWpC3PIonU5TLBYB7VCz4WZfNDw8DOAB7VGz4aZHpVLptO1YyK7Arcwu3PMwOxD7qZTy60KIdcBPgDjwGvBZKWVBCOEH/hW4kNlR/S1SyqNn+j8Mw5Af+tCHGBwcVIvOEokEuVyOO++8kwMHDvDUU08B8Pd///fce++9lEolzj//fE6ePElXVxf79u1jw4YNHD58WOf8WADBYBCv18uWLVs4cuSImluuv3bVapXe3l4qlQqjo6Nn/LxwOMwFF1wAwL59+6hUKpimye233879999PLpcjm82+jvaoqXDTox/96Eckk0mq1eo+tENNg9t90fr163nhhRfywBG0R02D2x4VCoXTlrRpiAShhmHISCSisqReeOGFvPLKK3zta1/jW9/6Fj6fjyuuuIKXXnqJZDKpygJMTU2xYsUK3n77bbxeL6VSCcuymJ5+T5RWcwqBQIBIJEI6ncbn83HxxReTSCQ4cOAApmkipWTNmjUMDw/T2dnJ8PDwnJE+zIrc1dXF5OQksViMSqVCNpslnU7T1tamMhwHAgHGxsbI5/OLXitQe+QuzeaRdsh93HYoEAhw8ODBRa8VqD1yl0bqixqipA3MrugPh8MAHDhwgN27d/NP//RPFAoFdu/ezTPPPIPH42HPnj2kUil1EZ2L40wR1K/y15weZwHlqlWrsCyLbDZLsVgkHo9TLpepVCrMzMxQKBRYvXq1+j5HQCfU3dHRoXZH5HI5lXdlenoaj8fDxo0bXakT6KA9cpdm9Eg75C7N6BBoj9ymkTxqmIhVIBDAsizy+TzBYJBoNMrx48exLAvDMFQiLyeVfFtbG8ePH8fr9XLdddfxk5/8hA0bNnDy5ElGRkaW+Iwan2g0qhKotba2ArB792727t2rtpoePXoUwzAQQqhkddVqVY3yDcNg9erVTExMqIy3hmGQz+eRUmKaJpVKhba2NiYnJ12JWGmP3KXZPNIOuY/bDkUiEQ4cOLDoESvtkbs0Ul/UMAMry7KcHDXYto3P5+Omm27i0UcfJRaLkU6nsSyL7u5uisUiw8PDKoQnpeTHP/4xf/M3f0Mmk9FZahdAIBAgGo1SLBbx+XysX7+ekZERVYLBMAyV4t+yLKrVKuFwmFQqNSc3i/MzcEQtlUpqsaBTksE0Taanp6lUKos+sNIeuUuzeaQdch+3HSoUCqTT6UUfWGmP3KWR+qKGmQp0BLz22msBKJVKzMzM0NraysTEBNVqlb6+PqLRKCMjI2q0b1kW8XicT3/602SzWbXYTHN2kskklUqFvr4+Xn/9daSUZDIZVq5cSSAQUOUYqtUq0WiU7du3q62qgJq3dp7btk25XFZ1r+rnqN1Ce+Q+zeaRdsh93HTIrWCC9sh9GqUvapiBlW3btLa28thjj+H3+/H5fDz77LMqB4Vt20xOTmJZFrZtq+KKzur+LVu2kM1m2bdv31KfyrJg48aNqoJ6IpHAsiwymQw7d+4kl8vh1LlySgEkk0meffZZVTBUCKHeA+a8DqiEeOVyWR3jBtojd2lGj7RD7tKMDoH2yG0ayaOGGFg5IbdPfOITWJalwrWGYajQmxCCQCDAiRMnCIfDSCkJBAJqXrSjo4NYLMaWLVuW+nSWBbt27WLHjh3ceeeddHd387WvfY0vfelLXH311ezZs4d0Ok1rayttbW2qoKVhGASDQf7hH/6Byy67TL126noBv9+vcrd4PB7Wr1/vyjlpj9yn2TzSDrmP2w65EbHSHrlPI/VFDbHGSggh/X4/nZ2dRCIRDh06xLe//W3uuusuNWI0TZNoNEq5XGbdunW89dZbanTv9XqpVCpq3lrPR5+da665Bp/Px+9+9zv+7d/+jaeeekpVAG9ra+OHP/whV111FQC/+MUvSKVS2LaNYRi0traSz+cpFoucf/75vPnmm6qzckbykUiEbDarntcy1S7qGivtkfs0m0faIfdx26Genh7279+/qGustEfu00h9UcNErACmpqb427/9W+LxOD/72c/U6v329nZaW1tJpVIAHDx4UM19BgIBtS01mUzS39+/ZOexnFizZg1r1qyhXC5zzz33sGPHDmzbxrIsUqkUn/rUpwiHw4RCIW699VY1Nx0MBkkkEqoG1v79+4lEImqU7+DkZjEMAynlnJICi4X2yH2azSPtkPu47dDY2Niin5P2yH0aqS9qiIiVx+ORPp+PcDisqn5ns1nC4TAej4dEIoHf78fj8ahV/aVSCY/HQygUUrWYnBTzbuYqWa7cdtttHDt2jI6ODtasWUN3d7faomqaJplMhmq1yokTJ+jt7eWtt97igQceoK+vj/b2dmzb5uDBg3i9XtavX8/U1BSJRAIhBL29vQwMDBCJROjr68OyLF566SVs217UiJX2yH2azSPtkPu47dDo6CiHDh1a1IiV9sh9GqkvaoiIlZSSeDxOMpkkmUxSLBbxer3EYjGSySRer5eOjg5s20ZKSX9/P0IIwuEwMzMzqnClaZr4fL6lPp1lwZNPPollWTz99NPs37+fiYkJ7r//fhKJBOVymWq1SiqVwjRNDh48yNjYGB/5yEdoa2tjYGCAI0eOcNddd3HDDTdwzTXXMDExwXe+8x02btzI22+/zWc/+1m6u7s5ceIEGzduVHdwi4n2yH2azSPtkPu47ZBTeHcx0R65TyP1RQ0RsTJNU0YiEarVqioBIKWkWq3S39/PzTffzN133w3M1vpxEno5dwIej0d9ltfrVeFVzekJhUIEAgEuuOAC+vv7aW1tJZFIsHHjRvr6+vD5fJw8eZKjR4/S09PDwMAApVKJ559/nhtuuIHp6Wl+/vOfq8R2q1evZnBwkOnpab7xjW/w+OOPc8011/DQQw/x8ssvAzA9Pb2ofxW1R+7TbB5ph9zHbYeuvfZafvrTny5qxEp75D6N1Bc1TMSqVCrR09ODaZqUy2VCoRChUIhwOMyhQ4c4//zzqVQqWJZFNBpVSbyi0Sgej0cl93LmpjVnJhAIkM/nicfjbNiwgZ6eHj760Y/S19enKoJblsWf/dmf0dHRQbVa5dlnn6VcLrNt2zZKpRJ33HEHlUpFLay87bbbuOmmm/B6vaxbtw6fz0cymVRV3hcb7ZH7NJtH2iH3cdshN+ruaY/cp5H6ooYZWO3Zs4djx46xadMmYPYitbe3MzIywqOPPkprayuxWEzVAXLCuZVKhXA4jGmarkw3NQtf+cpXMAyDJ554gmw2yyOPPML9999PMpnkwQcf5MUXX8S2bVKpFOFwmD/5kz+htbWVSqXC3Xffzcsvv8w777yDbducPHmSX//61zz00ENceumlVCoVPvGJT5BMJtm9ezexWIx8Pr/o56Q9cp9m80g75D5uO/T6668v+jlpj9ynkfqihpkKvPjii5mammJ0dJRqtYrX61UjdSeBmtfrZcOGDRw8eJBbbrmFBx98kEAgQKVSmTOqd+OP+HKnq6uLfD5PqVTC6/Xi9/u59tpr2bx5M2+88Qa33norzz33HJdccgnVapXp6WnK5TI//vGP6e3t5YknnlCha8MwCIfDZLNZvF4vq1ev5pprrqG3t5d9+/bR1dXFN77xDYrF4qJPBWqP3KXZPNIOuY/bDt13332MjIws+lSg9shdGqkvMt0++fkIh8McPHiQcrlMa2srU1NTXH/99Rw9epSBgQE2bNhAtVrlwIEDHDp0CIAHH3wQQG2RdOr3VKtVLeECyOVy6pe9o6ODG2+8kXQ6zaWXXkoqleLw4cNYlsXvf/97fD4f0WiUmZkZjhw5wtq1a/F6vbS3t5PNZkkmk2QyGUzTxOv1Mjo6ytGjR8nn81iWRVtbmytJ+bRH7tNsHmmH3Mdth9xYlqA9cp9G6osWHLESQniAvcBxKeX1Qoi1wE+AOPAqcKuUsiiE8AE/Bi4GpoC/lFIOnumzPR6PdOaeu7u7OXToEKFQiGQyiZSSSqVCMBikUCg4ban/XlpaWpiamsLj8eD3+5mcnFzQOf0xs2LFCnp7e3n77bfVa1//+tcJh8M8++yz3HrrrXz1q1/l6quvJh6Pk8vl+O53v8uf//mfk8lkeP3119WWYMMwyGQyXHbZZRw8eJBsNqu+ByAYDHLy5ElyuZzJIjkE2qOloNk80g65j9sOxeNxXnnlld8BHnRf1DQsRV+UzWY/8OL1O4EDdc+/DXxHSrkBSACfq73+OSAhpVwPfKd23Blxih46W1GllKRSKUKhEGvXriUUClGpVADUCNL516lc7QjoHKc5M7lcjoGBAQzDoFAo4PF4+OY3v8nDDz9MNptlamqKY8eO8YMf/IB//Md/5N5776VarbJ3715efvllZmZm8Hg8/NVf/RW2beP3+5mZmVE1sTweD3fccQf5fJ7t27c7W4YXzSHQHi0FzeaRdsh93HZo7dq1AJ3ovqipWKK+aF4WNLASQqwCPgb8n9pzAVwF/Lx2yL8AN9Ye76k9p/b+1eIsK/AMwyAUCjE4OMj4+Dh+v19lqC2VSqpmj2matLe3EwwGkVKydu1adu7cqdLWA1rC94FTWsHn81EoFMjlcrzwwgsMDw/zhS98Adu2CQQCtLS0UCwWicfjnDx5knw+j2maeDweHnjgAarVKpZlcejQIaampiiXyxSLRVavXk1LSwsvvvgifr8fFtEh0B4tFc3kkXZoaXDToVrtvRi6L2o63PQoHA6fth0LjVh9F/gyUK09bwNmpJTOZPUI0FN73AMMA9TeT9aOP/UCfF4IsVcIsbdSqSCl5NZbb1UXByCdTmMYBj09Peok4vE46XSaWCzGwMCACvu1tLSoOkuas+Ns5XVS8zt3Sn6/nwMHDlAqlSiVSqTTaSYmJshkMkxOTqoOoVwuMz09rULZtm1TrVZV1faZmRnGx8f58pe/zPe//30nlH1OHQLt0VLTDB5ph5YWtx267777YNYT3Rc1EW57lM1mT9uWsy5eF0JcD4xLKX8nhLjSeXm+81rAe/UX4V7gXgDDMGSpVOIXv/gF5XKZYDBIqVRi5cqVpNNplTciEolw4MABpJTk83na29vJ5XL4/X4ymQyVSmXOSF9zZhwBnbsrr9fLxMSEqqHkrL9zxHP+dX7Rnc7CSYLnPJdSEg6HefPNNxkaGuLDH/6wU//qnDpU+7+0R0vMcvdIO7T0uOnQ+eefz9DQUH2NGN0XNQluefTFL36ReDx+2nYs5Cd2OfBxIcR1gB+IMhvBahFCmLVR/CrgRO34EaAXGBFCmMyGXM+akc3v9zM1NYUQgnQ6TSAQYGJiQr2XSqUolUpYlqUugiPn9u3b2bt3LytXrmRmZmYBp6SRUuLxeLAsS43UnYKTwWCQfD6vRv/AnPUCpmmqUT2Az+ejVCqpY03TxDRNXnzxRXw+H9/73vewbRshxCCL6BBoj9ymGT3SDrmL2w7V0hhsYXax+pL2RVu3blUeOW03DIMLL7xwjkdPPPHEB7nEfxS46dEXvvAF0un0adty1qlAKeVdUspVUso1wC3Ar6WUnwGeAT5ZO+w24D9qjx+rPaf2/q/lWbYeSikJhUJUq1WVcbZYLHLeeecRCoXI5XLqxJz0//l8Xl2I6elpwuEwk5OTbN269WynpAFisRhSSlVRHVBlFfL5vBrJO0gpmZqaolKpqIWBwJwRvfMZPp+PdDrN+Pg4w8PDKiS7mA45bdAeuUuzeaQdch+3HQqFQgD7aIC+yOPxUKlU5ngkhNAe/QG46ZFTe/B0vK8EobXw+/+Us9tT1/Hu9tTXgM9KKQtCCD/wr8CFzI7sb5FSHj3T5xqGISORCMVikfb2dlavXs3Y2BjJZJJyuUyhUMCyLKSUWJZFsVikWq0ihKBcLhMIBFi/fj2HDx8mn89j2/aCz+mPFb/fj9frBd4Ng3q9XqrVKs76gPqRvSNduVxWpReEECq8Wu+R05E47zmV23O5nFgsh0B7tBQ0m0faIfdx26H+/n5ee+213wH/kyXuiy666CK8Xq9aS2UYxns8yuVy/Nd//dc5utrNy1L1RfO1pSEyrxuGIZ2ti86doCObZVkYhsGVV17JU089pcQLh8Pk83lVs6f+4unO7OyEw2GEEHPmloUQcwqGOl/Oe6e6Mt/mmHpBPR7PnLntdDq9qJnXtUfu02weaYfcx22Htm3bxnPPPbeomdcX6lEikVDnfqpHTiRLSsnzzz+/WE1tGhqpL2qIWoHw7iIyZyuqE7orFApks1l++9vfKjFN0ySZTBIMBikWi+p7hBB6od8Cuemmm5yQ+BzZnJ0qjkT1YdF6aeu/r/4uwDkO5i4IdOsPjPbIXZrRI+2Qu7jt0JEjR1w5r4V6VC6X8Xg8yqNCoaDW99RHVjRnppH6ooYZWHk8HlWjxwnHGYaBz+dTi/9s21bzofWjR0B9j+7MFsbDDz9MKpVS0liWRSwWo1gsEolE1PoRmDvnfLpf8nqRneeA+pwzzUefS7RH7tKMHmmH3MVthzKZjAtn9f48cnagOVNOoD16vzRSX9QQAyuv1ztnpGiaJoFAQGVQ9fv9BINBNVp0jpuenlZrHZw1Dm7UgWoWgsGgelwul1Xm2UwmQ1tb23vCpfOFSeejXsb5wq2LhfZoaWgmj7RDS0MzOQTvzyMppZry0x59MBrFo4YYWDkXwwmhO4m5SqUSHo+HfD6vavQ41J+cUwW8/q5Rc2aq1Sq5XG6OMM41B0gkEnPmouHsEp664A9Qd2tuoD1yn2bzSDvkPs3mECzco/o2ns4jtwaDy51G8qghBlbJZFIJ6Czyc0Kjtm3j8/nUyTgn6ozwnYskhFDHac6OlLM7Gzo7O9V1NwyDaDSqru2p17lanU3zHwgE3vN59aLVy+jmHxftkfs0m0faIfdpNodg4R7VO6I9+mA0kkcN9ROrX1wWCoVUUUpnIZ9zMZx5Z8Mw1PyolLMZV2u1xDRnwePxYJomExMThMNhpJytuJ5MJucc4+CEp8vl8hnnpYE5HQO822G4hfbIPZrVI+2Qe7jtkJslYhbiEaD8mc+jMxX71bxLI/VFDTWwqlQqKgttLpdTOWJODcc5c8+A2kZp2zZer/eM9Xs079Le3s7GjRsxDEOJV78mwJHSIRgMql0QzoJLpw6T03H4fD4ikQiWZanFfc4dglsheNAeuUmzeqQdco9mdQjen0fOOToe5fN5vF7ve6aeNfPTSB41zHYDJ9mebduEw2EymcycEaKDc1KGYagtrE4G22q1qremLpBUKsXk5OScRbhnIp/PE41G1Y4aZyrEuQO0LItCoaB2STnHwOxdgrNmYLHRHrlLM3qkHXIXtx1yi4V4VD+9dKpHfr9fe/Q+aKS+qGEiVk7hRJ/Pp07UCbHXUy+mYRgqlOdUDNcsjFwuR6VSOe2o+9TrLqVUHYMjrHMXsHLlSuLx+JzvcY5z1hE4GXEXG+2RuzSjR9ohd3Hboc7OzsU7mToW6pHTRpjrkcfjobu7Wy9eXyCN1Bc1TMTK6aScmlv1oVF4d2GaMxfqXID6/B9Hj5610oCmhiOMI9Spd1GnW6AnpVRJ7ZznY2Njc9ac1D921qDk8/lFPiPUeWiP3KMZPdIOuYvbDtUX211MzoVH77zzjittbQYaqS9qiIiVEELNKzsyOgv5nPcdnBNrbW1Vj2OxGJVKhVWrVukFowvE2dlUv/PE+cWunz92Mtk6eDweFZquVqtzcqw44jnfGwwG1YJNNxaMao/cp9k80g65j9sOJRKJRT8n7ZH7NFJf1BADq9bWVrXtccWKFRiGoRKnwbu5QOrFnJmZASAej2PbNpZlkUql5t02qXkv1113HZ/85CexLEst3IPZeksejwfLsgDYsGGDGqEDKkswvJtZ2OPx4Pf78fl8VCoVPB4PHR0d2LZNqVRCCOHKFI72yH2azSPtkPu47ZAb07QL9ag+5UK9R/l8HsuySCaT2qMF0kh9UUMMrBKJhNqCOjExAcyeYCAQwDRNtSDUNE21jdKp/+PMY3d3d1MqlUin00t5KsuG66+/HiEEK1eu5MYbb1R/LHK5nCoCGg6HGRwcxOPxEIvFME0TIQR+v19irbpVAAAS3UlEQVStFXDC2fF4nGq1SigUIhaLkc1maWlp4dprr6VQKLgSsdIeuU+zeaQdch+3HZqenl70c3o/HoVCIeWRlFIlEe3u7qZcLmuPFkgj9UUNs8aqUCioXRRO+NS27TkLy5xSALFYjEKhgGmaalHg+Pg40WiUyclJWlpaVKjOWczW3t5OIpFQnZ9pmirkVy6XMU2TVatWceLECXWMMyJ1KpJ3d3czNDSk7jyi0SjpdBqfz0cwGGR6enrOYrfW1lYmJib40Ic+xMjICMlkks985jP8+7//u5rvdX6YxWJRVTeH2Xnerq4upqamKBaLrFq1ilKpRKVSoa2tjba2NkZHR0mlUszMzHDZZZfx4osvUq1WVTXvarWKaZqsXLlSXaOuri5SqRSvvvoq27dv58Ybb2Tv3r1qJ1MwGFTbe50twuvWrSOfz5NOpwmHw+RyOVauXMno6KgSdmxsTHUUa9euZXh4mF27dvHb3/6WaDTq2pZh7ZH2SDukHTqTQ26xEI+KxeJ7PHLSdIyNjSmPrrrqKrxe72k9ciIoTjSlVCrh9XpP61GxWMTn89HV1cXw8PC8HgUCARKJxJxpy3g8zvj4OJs2bWJkZISZmRk++9nPvi+PJicnKZVK83p08uRJ0um08uiFF15ASqmujZSz5YGOHz8ONG5f1BARq3rJ6l9z5kYdKZ0OyLZtstmsSlXvLDybmJhQnYkTCvR6vQSDQTWvHgqFMAxjzjxqOBzG7/czPj6uBHTo6ekhGo2qH5KzFdMwDDKZjAobplIpIpEI4XBY5Spx3j948KDasvnSSy+pxYow21E6/2culyMajfLII48oqUulEjt37iSRSNDR0UE0GuXkyZP09PQwODhIKpVSsre0tKhrWL9Qb3h4WH328ePHyefzvPrqq/zmN7/hU5/6FD/84Q+544476OvrU78ElmVRKpXo6elhfHycmZkZIpEIqVSKnp4exsbG1LVzamCtXbuWj370o+zbt49EIsETTzxBJBKhu7ub1tbWcyvNPGiPtEcfFO1Q8zv0l3/5l+dWmnl4Px5VKhXy+TzZbFa54Ayi6j3K5/On9cjj8SgHpZREIpH3eOS0qbu7m1gsphbMO4M1wzBIp9PKo3Q6TSQSIRKJqISmmUwGj8fDwYMHsW0bwzDet0flcvk9Hp04cYKenh6OHTtGMpmktbX1PR7V745sBI/O1BctaGAlhBgUQuwTQrwuhNhbey0uhPiVEOJw7d/W2utCCPHPQogjQojfCyEuWsDnq8eOfPU7JeoX/0kp1UgxHA7T0tKidlIAdHZ2qgRfXq9Xrd5vb2/H6/Vi2/acvCDOQrbOzk4lV1tbG36/n2g0yvT0NF6vl3w+z/T0NIFAgFgsBqDCuaFQSCUQA1RY0bZtgsEge/bsAcDn8zE0NEQwGFQhSGeO3bmTyuVy3HzzzbS2tpJKpdSIOZ1Oc/jwYY4fP45t2zz99NNs376dUqlEJpNhamqKsbExgsEgQgiCwSDxeBwhBP39/RSLRSYnJykWixSLRTo7O1mzZg0w+8t///33c+zYMbxer6q+fsstt5BOp7nqqqsIBAJks1mCwSDlchmv10t/fz+2bav6TFNTUzz66KMYhkEkEkEIwcc+9jH1C6g90h59UI8mJyfRDmmHPohDtTp+WxrBI2fA4/zxD4fDxGIxFe2r98jJ2m6aJrlc7rQeOVOKjkdCiDkeOdOU+XyeqakpgsGg8sjr9b7HIynlHI8CgQB79uxBCIFlWaf1KBKJKI/+4i/+gtbWVpLJpPIolUrN61G5XFYejY+PEwwGMQyDYDBIa2trw3hUf9NzKu8nYvVnUsrtUsodtedfAZ6WUm4Anq49B/hvwIba1+eBH57tg+u3STo/GKejcKqEV6tVCoWCCpMahqHmy51OxOv1MjY2RqFQUPk/CoUChmFw2WWXcckllyjBnf8PZkO2x48fp1gsqs7MCdum02kSiQR+v5+VK1fi8/nIZrNKskKhQCaTYdeuXeqXxLmrXL9+PZlMhl/+8pcUi0VCoRDVapWZmRmVp8QJj69cuZLPf/7zVKtVFf4VYjar89DQENFoFMMw6OjoQAjB5ZdfzpEjR9SCunQ6TalUIhgM4vP56OzspFQq0dHRweDg4JzzrlQqPP7449x7770qTO905DArZT6f5+GHH6a1tZVYLEY4HFYLMHft2sUll1zC4OCguu6dnZ3MzMyoPyS5XI7W1lZ27drFxz/+cVKplPZIe/SBPar9jLRD2qE/2KFf/epXzo97yT0qFotzElTatq2KBdd7VCwWlUfOQOpUj+oHc8ViUXnk8Xhoa2vDMIx5PbIsi0wmc1qPACKRyLwehcNhKpXKaT264447qFarxGIxFX1zPIrFYsojwzCUR+3t7XM8CgQCyqNyudwwHtX9TXsPoj68dtqDhBgEdkgpJ+teGwCulFKeFEJ0Ac9KKT8khPhR7fG/n3rc6T7f4/FIZ8V+vZTBYJBSqTQnlXzteIQQajTuCOUI7NwVeDweKpUKN998M+3t7dx3330q9Lpp0yYmJibUXaDzQ7QsS80Rr1u3jkQioe7unCy4Tidjmia9vb288847+P1+crkc1WqVL33pS1x++eV8+tOfZsuWLbz11lt4vV7+9E//lFdeeYVsNqtCsM7ug0QioebARW0O3rZtdu/eTWdnJ//5n/9JsVhk69atBINB3nzzTVKpFLFYjLa2NgYHBznvvPN46623gHfn953P8ng8XHTRRbz22mvYtq06Vphd19He3s7ExAQf/vCHCQQCPPfccwgh2LRpE5FIRIX9p6am+NjHPsbvf/97Dh8+zKZNm7Asi8HBQdUB+/1+tcOlWCzS39/PW2+9RaFQOKY90h59EI9ee+01gA7tkHboD3Uok8lw+PDhItCz1B5ddNFF58SjcrnM5s2bz+iRE+lJJBJYlqXWVjnvOeuyent7OXr0KH6/n3w+f0aPrrjiCvbu3asGh46LjkdOVOt0HhUKBbZt20YgEGD//v0L9shZQ7XUf9Ns2543G+lCB1bvAAlAAj+SUt4rhJiRUrbUHZOQUrYKIR4HviWlfK72+tPA/5JS7j3lMz/P7Ogf4GK/369C7E6YMhwOq87HWWRWLpfnbFt1pDVNUyVWc0R1QqelUknJZ5omLS0tjI+PK9Hz+by6w1q7di0DAwNYlkUoFCIUCjE+Pq4Wp5qmSTweZ2ZmRv0Qq9Uqtm2zfv163n77bfx+P4VCQc2TO3cTlUqFlpYWstmsCu2XSiV1R5dKpejv71d3f+Pj42zbto1jx44RCoWYnJxU23SLxSKBQECFe1OpFFu3blWSt7W1YVkWExMT9PX1cdttt/HNb36TtWvXcvLkSVasWMHw8DCmabJhwwZM01S/aLt27VIiTk1NUalU2LJlCwMDA/T09JDJZEin0xQKBSXvhg0b1N329u3byeVyBAIBDh48SD6fx7ZtyuXyoPZIe/RBPKp14K9ph7RDf6hD4XCY0dHRIrB/qT264oorKJfLcwbrp/PIGex6vV6KxeIcn1paWtTuw0AgoNICBAIB1q1bx8DAAF6vl3A4TCgUYmxsTA2+TNOkra3NNY+2bt3K0NDQWT1KJpNs27ZtXo8mJyeX3KPaNZ53YLXQqcDLpZQXMRsS/aIQ4oozHDvff/Se0ZuU8l4p5Q4p5Y76ucpKpYJt25imyaZNm8hkMmpdwuk6Mo/n3bo9lmXNCf91dXUpKaLRKLt37yadTtPV1aU6KEeOCy64gOHhYQKBAMVikUgkwokTJ2hvb1cdWalUIpvNKvFXr17Npk2b2Lx5s9qh4MxJO3cAzl1lIBBgampK3VHu2rWLeDzOzp07aWlpobe3l3Xr1uH3+5meniYUCjE4OIhhGIyOjmIYhvrMiy++mNWrVzMxMUGlUqFcLhONRvF6vbS0tFAoFLjjjjsIBoMMDw9zzz33sGPHDoaHh+nr61NbUB955BFuv/123njjDQzDIJ/Pc/nll6tfskgkQjAYZNeuXernsX79enVnZVkWPT09andHPB6nUCjQ1dWlsk8bhuHkENEeaY8+kEd+vx/tkHbogzi0atUqgION4tF8g6r5PHIGH11dXQQCAQqFArFYjCuuuIJMJqM8ymazyqMtW7YwNDREIBCgVCoRDoc5ceIEHR0dyqNyuaw88ng8czwaGxs7q0eTk5PKo0svvZR4PM4ll1xCS0sLq1atWpBHpmly8cUX09vbO8ejSCQyx6Pbb7+9YTyqj0i+R5iFRKzmfIMQXwMywB2co7CpYRjSWRznjISd3B4XXnghzz//PH6/f87ovX4njWmaan7YGXl7aom+yuXynPCkMyp25relnM1Z4WzLtG0bKSU7duxgaGiIHTt28Mwzz2DbNtVqlXg8TjweZ2hoiHXr1nHgwAF8Ph/f+973uPvuuxkfH2d6ehohhCqs6fV6CQQCzMzMsGLFCiYnJ5WcpmmyZs0aRkZGyOfzKgxcKpUIhULk83mKxSIrVqwgGAwiazsznGKTa9asYXJyknA4TCqVUvPoHR0daq6+Uqlw3XXX8fjjj9Pd3c3NN9/Mgw8+iG3b5PN5yuUyvb29rF69muPHjzM9PU2hUODKK6/kySefVAtaN27cyL59+9iwYQNDQ0Ps3r2bp59+ms2bN2PbNpdeeikej4cHHniA7u5uZmZmiMViHD9+HK/Xy/j4uOqgtEfaow/qkXZIO/SHOHTLLbdwzz33/E7W1lYtpUdbtmxx+kOVKgHejXIWCoU5HjlRImc9kzPYOZ1HzgBsIR4dO3aM/v5+Dhw4gGVZfP/73z+jR870WGdn5xyPPB4Pa9asUbv1atdjTvoFxyMn+Wm9R319fUxNTREKhdQuRccjJwfZyy+/vOQenfo3rZ6zDqyEECHAkFKma49/BXwduBqYklJ+SwjxFSAupfyyEOJjwJeA64BLgX+WUu48y/+RBgbO2JDGph2YPOtRjYlbbe8D1mmPTstydgjcab8BrJZStmuHTsty9sittmuPzsxydghc/JsmpeyY742FJAjtBB6pjaRN4P9JKX8phHgF+KkQ4nPAEPAXteN/wayAR4Ac8NcL+D8G5Ls7M5YdQoi9y7X9brVdCLEOeE57ND/L2SFwp/01hx4RQryBdmhelrNHLvdF2qPTsJwdgsZo/1kHVlLKo8C2eV6fYnaEf+rrEvjiOWmdpmnQHmk+KNohzblAe6RZbBoi87pGo9FoNBpNM9AoA6t7l7oBH5Dl3P7l3PZTWc7nspzbDsu//Q7L/TyWc/uXc9tPZTmfy3JuOzRA+9/3rkCNRqPRaDQazfw0SsRKo9FoNBqNZtmz5AMrIcRHhRADYrbA5VfO/h3uIoToFUI8I4Q4IITYL4S4s/b6OSvYudgIITxCiNdqGYQRQqwVQrxUa/uDQgir9rqv9vxI7f01S9nuhaIdcgft0dLSDB5ph5Ye7dHis6QDKyGEB/gBs9lvzwM+JYQ4bynbNA9l4H9IKTcDu5jN0nse57BgpwvcCRyoe/5t4Du1tieAz9Ve/xyQkFKuB75TO66h0Q65ivZoaWkGj7RDS4/2aLGRtQrRS/EFfBh4ou75XcBdS9mmBbT5P4BrmU3+1lV7rYvZvCUAPwI+VXe8Om6J2ruK2V+Sq4DHmS3PMAmYp/4MgCeAD9cem7XjxFJfc+3Q0jqkPWrMr+XmkXaoMb+0R+f+a6mnAnuA4brnI7XXGpJaGPFC4CWgU9ZKGtT+XVE7rNHO6bvAl4Fq7XkbMCOldOpw1LdPtb32frJ2fCPTaNf7jCxTh0B71FAsU4+0Qw2G9mhxWOqB1YKKWzYCQogw8BDw36WUqTMdOs9rS3JOQojrgXEp5e/qX57nULmA9xqVZdPm5egQaI8ajeXokXao8dAeLR4LKWmzmIwAvXXPVwEnlqgtp0UI4WVWwP8rpXy49vKYEKJLvluwc7z2eiOd0+XAx4UQ1wF+IMrsaL9FCGHWRvD17XPaPiKEMIEYMO1+s98XjXS9T8sydgi0Rw3DMvZIO9RAaI8Wl6WOWL0CbKit6LeAW4DHlrhNcxBCCOB+4ICU8p/q3noMuK32+DZm56md1/+qtpNiF5CUZ6iCvphIKe+SUq6SUq5h9tr+Wkr5GeAZ4JO1w05tu3NOn6wd37B3XDW0Q4uM9qgxWM4eaYcaB+2RCx4t1QK0uoVo1wGHgLeB/73U7ZmnfX/CbOjw98Drta/rmJ2nfRo4XPs3XjteMLsz5G1gH7Bjqc+h1q4rgcdrj9cBLzNbVPRngK/2ur/2/Ejt/XVL3W7tUOM4pD1a8vY1hUfaoSVvo/Zokb905nWNRqPRaDSac8RSTwVqNBqNRqPRNA16YKXRaDQajUZzjtADK41Go9FoNJpzhB5YaTQajUaj0Zwj9MBKo9FoNBqN5hyhB1YajUaj0Wg05wg9sNJoNBqNRqM5R+iBlUaj0Wg0Gs054v8DF9oc3OfYhxQAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 720x576 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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GBiguLmbVqlWk02k6Ozv/VzgSExkgV5KNjY1Eo1F6e3slK/kcpdNp+Zmwamo5UpS57CSh+LvdbmZmZqiqqrqAo7q6umuSI52h5c9QOp2+rBgrnSOdo8udi4wPP/zwUrF1yfL973//4ZtvvpnOzk7pL00mk6xevZpYLMaLL77I6tWr6e7ulppzLpdjdnaWBx98kOuvv55QKMRf/uVfkkwm+fCHP8x3v/tdcrkcd9xxB1NTUxw5coTbb7+dY8eOcdNNN+H1ehkfH8disXDXXXfxgQ98gNWrV3P06FFOnDjB008/zdGjR3E4HEQiEdxuNzt37uTEiRMEg0Gy2SyNjY309PRIv6zQbp1OJ7lcDpfLRTwel5q8sH55vV6ZLgvI4LmKigr5/eLiYurq6hgZGaGwsJBcLidNwplMRqa7mkwmYrEYZWVl2Gw2Tp8+LUsuiGA9mPOlT09PS/NoMpmUSqDYLp1Oo6oqpaWlsnRDLpfDbrezefNmbrnlFiwWC42Njdjtdurr63G73TQ3N3P77bfT1tZGXV0d1dXV9PT0kMvlqKysxGw2MzY2xuc///kvLiVH//Vf//Xwxo0b6ejoIBwOk0wm53F05MgRVq1aJTkSwZkzMzMXcJRIJC7gaHp6eh5HN9988xXhaO3atZw/f15ylMvlJAfZbBaXy0UsFmNiYkKathfiyG63k8vlKC8vl98vKSmZx5HWtSDKiyzEkYj7u9Y40hla/gy5XC76+vpGH3744e/oHOkcLcVctBTB65ctor7Txz/+cRnYt3r1aqLRKOXl5ezZs4cPfvCDfOITn8BqtZJKpWQgnqLM1fGYmprie9/7Hg8++CCPPPII69ev56Mf/SjZbJZAIMD09DQ+n49sNsvAwAAtLS089NBDbNq0iaGhIb761a+SzWZJJBJEIhEJkfBHt7S0sHHjRvx+P36/n3Q6zZo1a2hoaKCrq4v29nb6+vowm82UlpYyNTUlB1UMss1mk2ZJkfLpdrspLS2lt7eXiYkJGhsbueGGG4jH4xw8eJCKigrp1hSB64FAAKPRSDwel3FXQ0NDAExNTUnfNSBrjaiqKjNSkskkXq9X1s8S5ycCAkOhEIlEQgb0q6rKc889x4kTJ2hoaCAej7Np0yYSiQSBQACLxUJ/fz/33nsvJpOJlpYWLBYL9fX1eDwe7Ha7DJpcao7S6fQ8jtasWUMkEqGsrGweRzabjWQy+YYcbdiwgY9+9KNkMhkmJyfncdTf38+ZM2f42Mc+xsaNGxkeHuYrX/nKZXO0evVq6uvr53FksVgoKSlhenpaZrbkcjkMBoNceYlFhpajvr6+BTmqrKyUHKVSqQs4EqtNwZEo73GtcaQztPwZEq4pnSOdo6Wai64Ki9XXvva1hzdt2sS2bdsoKSmRfs5AIIDdbmdwcJBVq1YRCoXYvn27BMvj8XDjjTeSzWYpLS1l06ZNqKqK3+/HbDbT1tbGz3/+c+69915yuRyPP/44wWCQwcFBXC4XL7/8MuFwmNLSUlKpFLOzs8zOzuJ2u/F4PPzd3/0dIyMj/OIXv6Crq4uqqiqamppQVZUzZ85w8uRJ+vr66OzsJBAI8I53vIPR0VFqa2uZmpqSJl6Y889WVVUxMzMj/c7r1q1jYmKCqakpADlYbW1t0p0oCpd5vV5UVWVgYICysjJCoRCK8np9K3GM0dFRae4ULtNcLoeqqthsNgwGA263Wz4Mwg2ZSCSwWq3EYjH58MAcxCLeq6amho0bN+J0OvH7/UxMTPDkk09y8uRJent7GRsbI5VK4XK5ePe7343ZbObo0aNEIhEmJyf53Oc+t6QWq69+9asPV1ZWzuMomUy+KY4AaR5ua2vj0UcfXZAjp9M5j6NkMnlFOQoEAvM4AiRHAG63+w058ng8sv6Zx+NBVVUGBwcpLS0lFArJGjL5hQCvRY50hpY/QwBdXV1LarHSOVr+HC02F10VMVYFBQXqhz/8YdLpNPv372fLli0EAgF6e3spLy+XmuLIyAjf/OY3qaqqktr+xMQE999/P6WlpezZs4dIJMKzzz7Lu971LjkQLS0t1NfX89BDD2EwGIhEIuzfv58DBw7IgDyR7llVVUVnZydms5lQKCQzNkRAoHDJZTIZ/vZv/5Y//elPdHV14fF4pKYu/NQiKyKRSLB+/XpKS0ul5huJRLBarezZs4eGhgZisRhOp5N0Ok0sFqOhoYFkMsnRo0dxuVx0dXXh8/moqanhlVdekWApiiKzJrLZLB0dHVJjdzgc81KLhenWZDLR3NxMX18fuVwOj8cji6hOTEzI/drtdgn76tWrAWhtbcXr9fLJT36SJ554gr6+Plwul0xzLS0tZdeuXfz0pz9lZmYGi8XC1NQUg4ODJBKJJY2xstls6u7du8lkMtx2223zOKqoqMBsNkuOvvWtb0mOPv7xjzM5Ocl99923KEdnzpyhrq7uAo6effZZWVfMZrORy+XekCMRi3CpHKVSKeLxOOvXr6esrIzTp0/LzNl8jlwul6y8fDGOamtrefnllyVHwgSvNf1fixzpDC1/hhRFoaura0ljrHSOlj9Hi81FV4XF6itf+crDVquV66+/HovFQkdHB8PDw5w6dUrWkfB6vbS0tHDs2DGi0Sj79++npqaG2dlZqqur2bFjB4lEgu9+97ts3bqV2dlZiouLefTRR3nhhRf4xS9+wQ9/+EPcbjd33HEH119/PV1dXYyOjkqTnkijFNYgYZosKCjA6/XKAVFVFbPZTGtrK2azmUQiwTve8Q6sVisej4fJyUnZxsbr9XLnnXdKKETAXSAQoLq6mm3btuFwOAiFQlRXV5NOpzl79iwnT57E4XCwYcMGvF4v3d3drFq1ikgkIiu0iwq16XQag8GAzWZjZmaGVCqFz+cjGo3KdFGxfUFBAX6/n3A4TE1NDWazmXA4LGt2iPg1VVUxmUykUikymQx79uzhzJkzGI1G/H4/L7300jyfdDqdZnJyko6ODk6fPi1Nzqo6V5tkfHyc//t//++SWqy+9KUvPRwOh9m7d6/kaGRkhFdfffUNOQoGg1RVVbFz5855HAWDQcnRoUOHFuSos7PzAo4sFgvBYFAmLIi6NPkcWSwWzpw5c1GOxCSyEEdr165lamqKqqqqBTk6d+4cJ06cmMfR+fPnWb16NeFwWFZFFlZREVdhtVplevG1xpHO0PJnKBKJMDs7u6QWK52j5c/RYnPRVaFYfelLX3q4sLCQmZkZXnrpJXp6erj77rupqqril7/8JdlsFofDwcTEBC6Xi/Pnz/Od73yH4uJiHnzwQdatW4fD4cBisVBVVcWRI0fmlcQ3GAyMjIxgtVp57LHHhKbJqVOn2LRpE5lMhltuuYX3ve99vPjii4RCIZnVoKoqxcXFhMNhMpkMK1eupKGhgfLycjnwoVCI/v5+tm3bxtNPP01zc/O8Sq5VVVWcP3+e7du3c/LkSaqqqigsLMTv97N3715UVaW+vp5gMMjY2Bg+n0+ucsTqRADS1dVFNpvFZrPh8/lk7Q2h5Y+Pj0uzqHhYjEYjLpcLm83Gvn37SKfTlJWVUVBQwIkTJ4jFYjKwz2g0yn0Hg0HZuyoej8tWCStWrCAYDBKLxRgbGyMej9Pe3o7NZqOqqgqHw0FRURF9fX0Eg0HC4TDhcJgvfOELS6pY/cM//MPDIqlBcPSBD3yAysrKeRxNTk5Kjr773e8uypHoryUU7cU4ymaz3HzzzRdwJKzCoqJ+JpNh1apVC3I0MDDA1q1bF+Sourp6HkfV1dVyUhEcNTQ0EAqFGB0dxev1sn//fjZv3iw5SiaTmEymCzgSLhIx+YpMnWuNI52h5c+Q1+tldHR0SRUrnaPlz9Fic9FV4Qp0uVzq3r17SaVS8/oFORwOAoEAXq+X0tJSrrvuOtrb24nH4/T397Nx40b+9m//lpmZGZxOJy6XS4Kjqio/+clPZHXbL3/5ywQCAXbu3MnQ0BC33XYbDQ0NDA0N0dbWxoEDB2RxszVr1kigOjs7qaurw+Px0NfXx4YNG7jlllv4t3/7NxnP9e53v5vt27czNjbG6dOn8Xq90qIVCAQYHh5m//79MuhePDB/+Zd/KX3J2uBF0Wupr69P+ngtFgtjY2N0dHQwPj7Oddddx+DgoOyvGAgESKVSUqN+7LHHZJDfzMwMpaWleDwe7rrrLgYGBujp6ZFxYOK7wvIFyLIPhYWFMu1WVHvPZrOUlZUxPT0tzbRWq5Vt27Zhs9mIx+MMDw/L67ruuuv41re+xeDg4JK6AhVFUYuLi+dxJFY8giMROJrP0UMPPSSvR8sRwI9//OM35Gh4eJjW1tZ5HDU2NrJly5Z5HHm9Xnp7ey+ZI7GKnJqaYmhoaEGOHnjgAXm9qVRKrljfLEfpdJoPfvCD1yRHOkPLnyGTycSnPvWpJXUF6hwtf44Wm4uuCsXK7Xar27dvZ8OGDZw/fx6YKwB21113cfDgQRRFYWRkhBUrVvDOd76TgoICfv3rX/OFL3yBYDCI0+nkyJEjBAIBXn31Vfbu3cuuXbvo7e2VGvL58+dJJBKUlZVx6tQpGhsbGR4eprGxEYCenh4OHTrEmjVr2LZtG4ODg1K5W7NmDYcPH6auro6vf/3rlJSUUFlZyWOPPcb3v/99RkdH+dKXvsRnP/tZvve978lmkffffz91dXX8y7/8CytXriQcDstgwF27dslioCMjI9JiJYqdDQ0NsXnzZo4fP04kEmHt2rX09vbKWl6BQIB4PI7P58NoNOJ0OgkGgzzzzDNEo1FqamoYHh6WdTqKi4tpamoiGo0SCASIRqMUFBTQ39/P8PCwzDoUBdiamppoa2sjl8tx3XXXMTIywtTUFM3NzbS3txMOh2Ug4a5du3jllVdkvNd1111HW1sb7e3t7Ny5k46ODs6ePUsymVxSxcpoNKqi0vDlcPT3f//3snO84OjUqVO87W1vu2yOent7+dOf/iQ5Ghoawmw2L8rRb37zG773ve8xNjYmOfrud78rV3T33XffBRzt27ePkZERdu3aJYNAF+PoxIkThMNhyVFxcTGzs7MX5Wh6evqa5EhnaPkzFAwG6e3tXVLFSudo+XO02Fx01ShW27Ztw+/3U1hYSCKR4NZbb6W/v58Pf/jDnDx5kiNHjhCLxWhqauL48eP84z/+IxaLhR/84Ac8/vjjrFu3jpaWFhRFobKyEpizWn3uc5+jvLxc9ktKp9OMjIzgdrtxOp2yoaTJZGJqaoovf/nLJBIJvva1r/Hv//7vHDt2jI9//ONYLBY2btzI+Pg4lZWVTE1N0d3dzYEDB2htbWXHjh1s3ryZn/70p0xNTVFQUMCGDRtwOp2sWLGCwcFB/H6/7E/U3NzM0aNHefDBBwmHw4yPj/PMM89QXV0t00hFeYX6+nqKi4vx+/0cOXKEkZER/H4/IyMjNDc3093dLRtSPvvss9JkLGp8WK1WGTu2du1apqenefvb386LL74oU3Z37dpFT08PoVCIUCjE9PQ0uVwOv9/Phz70IQCGh4d58sknuf322/nJT37Cvn375LgUFBTQ2dlJYWEh0WiUoqIiJicn2bNnD7Ozszz55JNLXiDUaDSqIrvjzXD0xBNPsHbt2quKo8LCQtavX4/T6WTlypUMDAy8ZY4KCgo4fPgwIyMjFBQUMDw8fAFHotDgtcaRztDyZ6izs5PW1tYlV6x0jpY3R4vNRVdFHSuYM9NNTU0xOTmJwWDgkUceobS0lO985zu88MILbNmyhWAwyMGDB7nxxhsZHR3liSee4Omnn5ZZETAHngjYczgczM7O4vf7sdvt0n+aTCZpa2tj8+bNMkjO5XIxOTnJrbfeSiqV4mc/+xnV1dXceOON0lwYDAZlGf6ioiLGxsbo6+vD4/EwOjpKaWkpRqNRVpsV7j4xuAB79uyhoKCA7u5u1q1bx7/8y79wyy23MDo6yvHjx9m8eTM2mw2Xy0UoFKKyshKTycTRo0elCXnHjh2kUinZnHJmZkZW33U6nWzfvp3W1lZZIVasAlasWCEzJZ5//nlmZ2fJ5XKUlJTQ0NDAo48+is1mIxaLYbFYZPG3L37xi+zcuZM1a9YwMzNDPB4nFovx2GOPScAtFgsrV64kmUwyMzNDIBAA5rAn+xEAACAASURBVMBdtWoVJtOfBzUtR0aj8U1xJFJ8tRwFg8F5HI2Pj5NIJGhra2PLli0XcPSOd7yDZDL5hhwVFxczPj5Of3//PI5EpovoMfbAAw9w/vx5WYRvz549FBYW0tXV9aY48vl8kiNRZ0dwNDIyck1zpDO0vBkSje11jnSOlmouumosVs3NzQAy5khbTsBisci/hRnQbrczOzuL0WikoaEBu93O+fPnZdAazAV0r1ixgre//e00NzczMzPDsWPHOHHiBIqicOedd2K32/nv//5vstksd999N2vWrJFAipL7b3vb23j11VcpLS2VnboTiQTT09OcOnWKtrY2zp07h9frZc+ePRw4cIDCwkJuvvlm+vv7CYVC1NbW0tTUJCvS5nI5/vu//5vZ2Vm2bt3KmTNnuOeee7jpppsYGhpiZmaG0dFRKioqZJ+p48ePs3//fkKhEB0dHQDU1NTQ3t5Oc3MzAwMDdHV1YTAYOH36NLlcjurqas6dOycr+9bV1RGLxXC73RQXF/PSSy9RXFxMX18fTqcTn89HfX097e3tMj5g7969TE5O8qc//YmGhgai0SgTExMYDAaampro6uqipqaG7u5uCgoKCAQCxGIxvF4vd911F3/84x9pa2tjdnZ2yS1Wgp9L4UikJC8VR263m4mJiTfkaGZmhlOnTtHa2kp7ezsej0dyVFRUxE033XTZHN18880MDg5KjiorKwmHw0QiEU6cOMFtt922KEdiNXytcaQztPwZ8vv9PPHEE0tusdI5Wt4cLTYXXRWKlcvlUkWPJFF11WAwyHpRolKq1WqV9ZqsVisWi4VQKITH45HFwIRlyGw2U1ZWxvDwMHa7nTvuuINYLIaiKBw+fFiWyBfpl6WlpdTU1MhCae9617uYnJxk/fr1dHR0cOedd1JZWSk7ebe2tlJcXMyvf/1r3G43ZWVljI2N0dLSQiqVYuXKlfT29sraVDt37mTLli288MILDA4O8tBDD/HYY4+xadMmDh06RCaT4Y477qCgoICWlhZaWlrI5XJ85jOf4etf/zpbtmzhve99L11dXVRWVspaJYqicP78eSKRCC+//DKFhYUMDQ1RVlbGyZMn6ejowGw2E4vFMBqNrF+/nkwmQ0dHh6ylBXPJAu9///v56U9/Kh+S8vJyvF4vra2tGAwGEokEb3vb2zh16hSRSITa2lqqq6sZHh6WxetE53JR/qGsrIytW7fyn//5n0QikSVVrAwGw7zJTHBks9lIp9MX5chqtRIMBt+QI4fDwR133CG7qS/EUVlZmTR9L8TR+973PioqKiQbZ86cuSyOdu3axebNmxfk6IUXXpAc+f1+zpw5Iyejz3zmM3zjG99g8+bNkqOqqio5yedz9I53vOOa5EhnaPkz9OKLL3L06NElVax0jpY/R4vNRVeNYrV+/XoAWXlV1GgKh8MYjUbZDNFoNMoqrKKAl/ie3W4nHA6jKApFRUWYTCZGRkZkAU3xI+p2CKjFPRANIbV1oSwWi+yTdP/995NIJKirqyORSNDa2spzzz3Hrl276OrqkoFyGzduZGRkhKGhIQwGAxUVFUxOTsoyC6dOnWLnzp2cPXuWdDpNQUEBu3fv5uWXX5blGYaGhvD5fHzwgx/k1KlTZDIZbrzxRnp6erj55puJx+NEo1HZlfzcuXNs2LCBtrY2Xn75Zdra2nC5XMzMzBCLxXj/+9/PyZMnGRsbIxaLyYbPollnJBLBYDCQyWTIZDJ4PB5SqRS5XE7WJKmpqaGiokK2SJiYmGBychJAtiJIp9OYTCZ27Nghe1i9/PLLnDt3jnA4vORZgaLDuWivYLVaMZlMb4ojg8FAYWHhFeNINDH94Ac/SDwep66ujmQySWtrK88++6zkSLRh0HJkNBopLy+XHBUVFXHq1Cl27NixIEfRaJTKykqGh4fx+Xzcf//9nD59mnQ6fUkc2Wy2a5IjnaHlz5DdbufQoUNLnhWoc7S8OVpsLrpqYqy0IGSzWeljrquro7+/H1Wd67mXy+Vkc0jxCnO9mex2u1wZTE1N4fF4ZNNIsZ1YPZjNZpLJJH6/n3g8LoufiYq0drtdKlSiv9OPf/xjqqqq+NnPfkYymcThcLBjxw5aWlpIp9M4HA4KCgo4duyYrCsFMD09zS233MKaNWv45S9/yYoVKygsLKSpqYmpqSk2bdokC9fV1tYyPDxMbW0t9fX1lJaWcvz4cbxeL/v27aO2tpZEIsGZM2eYnJxEURRaW1uJRCLMzMzwox/9CJvNJouTplIpampqOHbsGOPj40QiEQmgaBAtuntPT0+jqiorVqxAURQ6Ojrw+XyoqordbqexsZHp6WlOnjxJaWmp7OXk9XqlqVX0RHzllVdYtWoVdrudtWvXMjIysuQMiUbY8Hp3c8FRbW0t/f39kjXxuWBKFJ3LZDI4HA65Hy1H8XhcbicmwHyORP2zhTgKh8MXcJRKpbDb7ZfE0czMjOToV7/6FQ0NDRQWFtLc3EwgEJA12cT1joyMUFNTQ0NDA6WlpRw7duyiHBkMBs6cOUM0GmVmZoazZ89ekxzpDC1/hhobGzl06JDOkc7Rks1FhksA5AeKokwoitKqea9AUZRnFEXpeu3V/9r7iqIo31AUpVtRlBZFUbZcCoRaq5lQloSiMzo6Ou9z7fZCuTKZTCiKIs2iqqpSVFRENBqVRdAsFguAhFGsBmZmZqTfWaukKcpcM8lEIiFrj0SjUWmWvf/++6UC5/P5UBSFSCRCKpXiAx/4AB6PB5/Ph8Fg4Jvf/CbPPPMMTz31FKqq8u53v5sdO3bQ3NzMnXfeySuvvEJXV5ccTAFvd3c33//+9yksLCQcDnP27FlisRihUEg2y2xvb2diYgKAs2fPUlxcTC6XE0XwZNHRyclJeR9yuRw+n494PC6vVyhp27dvl40sV65cSSqVYuPGjXg8Hp5++mkOHjxIOp0mmUxis9lkfZJEIkFFRQXV1dWUlpZyww03YLVaOXjwIIWFhQQCAf63OFJVldHR0Yt+T7taBOYFjV6MI+1kqeUok8ksytHU1BSRSEQGft53333zOBKTbz5HRqORb3zjGxw4cICnnnqKXC63IEednZ14vV4aGhrk9XR1dfGDH/zgAo7C4bDk6Ny5c1c9RydOnGBkZASdIZ2htzIX/c///A/ARp0jnaO3wlEymbzoOL6hK1BRlOuBCPBDVVWbX3vvK8C0qqpfVhTls4BfVdXPKIqyH/g/wH5gJ/B1VVV3LnoA5lyBGzZskIqSMGsKk6Ywb2obKQpxOByys3YymcTj8RCJRKT2LixdAk5A1sgIh8MSPKGQCfjcbrdsEbNr1y66u7tlEN3g4CBNTU10d3eTyWSYnZ3F5XKRSCQoKSnB4XDQ29uLxWIhHo/LAMGysjJWrFhBd3c3LS0tmM1mSkpKUBSFxsZGGRz3wgsvSO1727ZttLbOPf+NjY3cfvvtRKNRGXS3evVqaWo9ffo0zzzzDIcOHZL+6kQiIR9Uce9Wr17N2bNnyWQybNq0iRMnTpBOp3G5XLhcLurr6+np6SGbzcrq7sKkXF1dTSAQYGRkBIPBgM/nY+vWrdIUbDAYOHr0KBUVFbhcLgYHBwkGg7S3tzM2NrZ1KTkyGAyqMJHncwTIB1DbRBSQrRm0HHm9XsLh8CVztNBzdDGOvF4viqLM4yibzTIzMzOPI6fTSU9PjxzHkpKSRTkyGAw0NjYSjUbxer0cPnwYm81GIpG4gKP9+/cvytH09PRVx1F/fz/j4+OMjo626QzpDL3ZuWjPnj380z/90zkgp3Okc/RmOerr66O3t/fNx1gpilIHPK6BsAO4QVXVUUVRyoHnVVVdoyjKf732+8/yt1ts/y6XS2YFms1mVqxYQUdHhzQ9ip59BoNBWpzEeSuv+a4FbMJvLTIGxHZaEMUAiRL/2v0Ks195eTkjIyPSlaiqKrW1tQwODsrzSiQS8jjimOJHPDD33nuvzIjI5eZaHFgsFqmht7e3YzabKSgooLi4mGg0ynXXXcfU1BRdXV3MzMzg8/morKwklUrx0EMP0dLSwrlz5+ju7qapqYnR0VEZW+Z2u3nmmWfYt28fTz31FHfffTdjY2PY7XZGRkZk9uLAwICsR/Lyyy/z0Y9+FK/XS0dHB7lcjra2Nm644QaefPJJtm7dyh//+Efpy6+oqKCwsFAWKnW73fT29pJMJmUpCovFwubNm/nd736H3W6nq6uLZDJZv5QcaQNGtRwZjUb5I/zmWvO74OKNOBIrTzFJLsSRmDiBi3JUV1fHwMDARTkSMRnCv68oCvfccw9DQ0OyFks+Rx0dHZhMpgU56u7ulrVdLpWjG2644arkqLOzk1Qq1aYzpDP0ZhlKpVJ0dnaeAQw6RzpHb+V/2sWaML9ZxWpWVVWf5vMZVVX9iqI8DnxZVdXDr73/LPAZVVWPL7DPjwAfeQ2irVu3bhVAUlFRweDgIEajUZbKF7VARLCeZj+yzoYoTQ/IelIiol+7vRZi8bcASat82Ww2mQrrdDpJpVJks1kymQxVVVX09/eTy+VwuVxks1n5Kvr3AfI9keEoIDUYDHg8Hu688056enqkBr99+3YmJydZs2YNBw8elANeXl4uMwWnp6dxu90yUG/r1q0cOXIEq9XK73//e2nu3bdvH4qicODAAWZnZ9m7dy9r1qyhsLCQ3/72t7z66qs0NjZy44038qMf/Qiz2czHPvYxvF4vgLyvjzzyCLfddhvhcJjW1laef/55MpkMd911F8899xzj4+Pkcjk2bNhAJBKhu7uboqIiZmdnZS+qp59+mlgslq9YXVGOFEXZKszj+Rw5nU7MZvM8jvKVbnG9IthR3AOxcsxfJS7E1cU4EjEQWo6y2SyVlZXzOBKvmUxGTiyAjI1YiCOv18tf/MVf0Nvby5kzZ1AUhW3bthEIBFi9ejUHDx6ksrKSgoICKioqOH36NKqqMjU1hdvtxuFw4HQ6ZcaUxWKRBQevNo7+8Ic/kEgk2nSGdIbeLEODg4McP348X7HSOdI5uuz/adFo9M+iWD0B/L88CP9OVdUTi+3f5XKpmzdvJpfLYTQaMZvNMovB6/WSTCZlMJ7Q4vNBEhq38CurqkppaSkTExPycxEUrwVZaPzafQqAxGrCYrFgt9sl5FarFUVRqKqqIhAISP+5aGWjvOZWNBgMKIrCjTfeSFFREW1tbdhstnkVa2tqamRPJKfTicfjIRAIsGbNGtasWcPTTz+Nx+Ohrq4Og8HA2bNnMZvNuFwuamtr6e3tlYXVUqkUx44dw2azsXv3bg4fPsxHP/pRHn/8cXp7eyVU73nPexgZGaGvr08WVr3lllv49a9/jdlsxmw2y4JxsViMd73rXfzkJz9h+/btUoPftGkTqqoSDoex2+1MT09TXV3NyMgIhw8fpqenh71798rAxV/96lf09PRcqmL1pjgyGAyqmDjyOfL5fCQSiUviSHxvMY5EJs/lcuRwOOQCwGKxYDAYJEei+J2WI7EfRVG46aabKCoqorW1dR5HwWBQmrOF+dvtdr8hR2LBsBBHuVzuquTo0UcfZXBw8FIUK50hnaEFGdq6dSv33HPPpSpWOkc6Rxf9n3b+/Pmr1xXodrvVjRs3So1amEjFQItGj+l0GpvNJm/2Qm48cRMTiQSVlZWMjIzMA0xYuxaCLh9AEUgo3hONM/v7+zEajRQVFREIBKT5VAQPioxBgEAgwNe+9jVefPFFuru7mZ2dlQXfhFVNmKff/va3c/ToUcxmMwaDQZ6P3W6ntLRUWutER3SR9SGuRVSzFb5noeWvWrWKlpYWVFWlpKRE1vpYv349w8PDTExMEAwGKS0tlQ+y2WwmGAwyMzMDIP33Ho+HNWvWcOjQIVavXs2qVatobW1laGiIFStWUFNTwwsvvEAwGMTr9coAyM7OThKJxJK6Ao1GoyrqoFwpjpLJJBUVFTIDRNzrt8KRz+ejtLRUclRcXCz7ZAkubDYbyWQSp9M5j6MjR478WTgSE9vVxtFrRf6WzBWoM7T8GUqn05w7d25JXYE6R8ufo87Ozou2tHmzitVXgSn19UC/AlVV/05RlNuBj/F6oN83VFXd8Ub7d7vd6oYNG+RNNxqNeDweWYZelMIXYIgsPkBaoLQuQOU1/7PT6ZRF06xWKwaDgWQyOc9ipbUuiQFdyMRqMBhkFobwxeZyOZLJpARK7EvETAHcdNNNHDhwAIfDIVNJ7Xa7rI1hs9nYt28fzz77LACbNm2SxcusVqssDyH2LUBzOp3ynMWDlc1maWlpwel0smXLFg4dOiS3Ea7HiYkJ6SsHZLZGKpWa14ld3CORyaK9NyLd1+12k8lkSCaTrFixAoAzZ87IVZjYj8FgYGBgYKEYqyvKkdFolLVjhDnd7XYTj8ellU/LUTKZnJdRc6U4Et8TE5h2G+W1WAjBUSgUkudyORyJCU8EuQqOnnvuOQA2bty4IEfiOt+II+EquNo46u/vz1esdIZ0hi6LIVVV6e7uzlesdI50ji77f9qbjrFSFOVnwA1AETAO/APwG+AXQA0wANylquq0Mndl3wLeCcSAD6kL+KLzRavdr1mzhrGxMSwWC7Ozs1LjF6mN4qYIzdjlcsnUzHwRDSkFQKIWRjKZlOmoYhUhNGetgvXa9ctXrcYtwBDbGY1G3G63rJkllCahQFmtVtkcM5VKsXv3btm3MBwOS1OsSPNUlLnGm7OzswDz/OyAzNgQK4FMJkNlZSXT09PE4/F5FX5TqZTMlhTXpl3liAr2Pp+PWCwm+xAKmISZWTzoQtxutyxxIe5LNBpdcAXV19dHLpcb0znSOXqzHI2Pj4tO9RmdIZ2hN8MQwMTEBJFIJA0oOkc6R2+Wo+Hh4bcWvL7UIvzRogegaGNjsVjmXaQoVS9uSEVFBaOjo7LmldA+s9msHCxVVSkrKyMejxMOh+elpAqYxXYw34Sad44XQCjMk8I/HIlEJMgCfG0RN3EMq9WKw+GQAfdGo5EdO3bQ1NTEz372M/x+P7feeivT09M8//zzEmpFUXA6nRc8AIqikMlkcDqdTE9P4/f7SSQS81Y9mUxGmpOFCLOwxWIhEolgt9vl+8K3LkzUIiskX0SCgHZ1Je5/JpORMQBDQ0PEYrElb2mjc6Rz9FZEZ2j5M+R0Ojl16tSSt7TROVreHC02F10VipXRaFRtNpvUUouKiuSALpQ+KiDQvi/eEyZOoZ2aTCZZ/FMLndDmrVarvLn5plLxmv+7OK4AS3sPBfwio1AECwqzqtVq5cYbb+TIkSNks1kcDge33norf/jDH/B4PDQ3N9PS0iL3p4UN5lY3hYWFMkhfZIpoz18ESWprpIiHWmRxiKaV2uKo4rqEWVVVVZLJpAy2FEGUQrTuWOFXN5vNBAIBORYGw1wbha6uriXvFahzpHP0VkVnaPkzZLfbl7xXoM7R8udosbnoqmlpA8ibIDRTLVzagdCCoqpzpemFqVF8rq0NIsRkMmE2m+VqIP+GLwSgEO2+xfZCOxafCy1btNaBuY7hNptNDtLWrVs5ePAg5eXlNDU1EQ6H+eMf/yh97qLImfaBEP5ukeIqshgEaAIMrU9dPHwinVdrGgaw2+1Eo1FpdhW1UsR+xFgIH3d+lVmteVmcgzg/ISKNN5VKXVAIbylF50jn6K2KztDyZUhbDmepRedo+XK02Fz0hi1t/lwiLgqYF4wnbqwWEO0PIKHSvgdz/lJVVeUgCFOlVkPVHl9oo+L3/ONotxPauhbOXG6urH5hYSH19fVYrVZsNhsPPPAA5eXlJJNJjhw5AsDdd9/NyZMnZYaHSFMVPmMBQP7qQrwv/hbB/LncXBVfsVIRKwpRIkI8IEISiYQENJPJyPuSyWQk9ICEXmj2wkQsxkf4qgWEIgAyk8lc8FD/OUTnSOforYrO0PJmSDu+Syk6R8ubo8XkqnEFiowAoWkKE6dWi4ULTZtvdP5iEIV2K7YXWnr+74qiSPOi+Dt/Xxd7T1HmzLVGo5HVq1djNM5V1xUNksXqQkDk8XiwWq2EQiEcDgfRaFSaQbVmRwE8vG6WzV9h5J+zuE6t5i+uX6wABDwX+1uApCiK9C8LH7W4hvzjiOOL/Yh70tvbe9HU1CslOkc6R29VdIaWP0OqqtLe3r7krkCdo+XN0WJz0VXhCnQ4HOzevVtqpuICgXnmzIW0xXxzqhYmrYlTmAK1N0e7rVa072v3o/3RrjzgdTjEccTnFRUVMpNBa6IUqbICOm2dE7FPAZ94OE+ePClNomJ/4pq0JtGFRHyuvQ+5XE4+6AJocR8F0LncXJXeTCYjex/mj0f+RKAdB5FJ8ucS0dZBa9IW90W8J8Ynf9wXkoUe6HwTu9iPdoWqKMq8SUHLkdhuMY5gboXW1taGwWCQMQjalVe+GV20lRCTmDhf7X3QxmPoHC0sOkPLmyHRqHepRedoeXO0mFwVrkBFUaTpT6vEiM+0ykW+SVP7vtFonKecCGi0kOUrL/nnof1O/jloP883m5rNZiorK7nttttQlLm6GAChUIhUKiUByzdhiqryMDd4ovbJQuco4Bf7EIqo8LHnX68ATatQZrPZeQF74jwKCgpYvXq11OK1IvYhAMxXbBdaYXm9XgoKCigqKiKRSLzhKuxKiZYjmM/PpXIkWFqMI+0+tJKvtOdzlL+vfB4X40hkteRzpKqqrOQsRNSn0R5Te446RxcXnaE5Wa4MLfbP+kqKztGcLFeOFpuLrgqLFTDPVKjVzPOtUML8d6lyMQVKK1qtPf/zhX7PfxWmxPHxcVnoMxqNSn9vvuYtMi8EROLhSafTsmL7Qg+DuCdCIxeiTT8F5h1PaPTi+2IfQqMX5yP6RhkMBtmFXOxXu632b+055o9JKBSaNymI1clSiqIoC3Ikzl2sbMQ9zX+A8u9z/r4Xeu9S+BDHXmg77TaXypGWu4U4SqVSMs04/1jaa9M5ulB0hpY/Q6KC+FKKztHy52ixueiqsFjBfG32YoOt1fbfaF8X+1loW+1r/j7g9cwL7aoh/xyFti0G5GIPRr7GLrYR5kkBTf5xtPvRZk1ojy8eVIPh9bRZQKaeCsk/hsViYdu2uXAD4bZc6FwXGguLxcKePXsQqcXan6KiIjKZjMyk+HOIOLb2/BeacLTpvAtxpl05LvR3/n7z97/Q+RiNcwUA81ef+eexEEf5+7/YMyA40k7o2uvTOXpj0Rla3gyJliZLLTpHy5ujxeaiq8ZiZTDMlbsXQWRCo4f51htApl3Cwi1oFOX1wLX8Y2h/z7eG5e8D5jIItBkLC0GkBUf0TMo/rtanLbR77eepVEp2EhffF/7i/GvUQiQ0duGnFlkT4jsCTHGe2vtgs9mwWq2sWLGCZ555hkgkMg9YRVHkQ6/NiBCQb968mWw2S319PRMTE8RiMVnvw+FwMD09DfBnU6rEOWt7b4kVllYul6OFJijt7/kcLcTI5XBkMBhkr67844qxX4gjRVFIpVKyLYN2ctK+CtE5Wlh0hpY3QxdTBK606Bwtb44Wk6vCYqUoivSpqupcB2+hTWu1VUWZK0bm9XpxOp3SJAevu8y0/Zm0iozROFeeX5uBsNAKQSsCHq3JT3tOi0GpvTbtduKctH+rqir90NpsCe0xta9aN6n2OLlcTtYw0T5k4oEU2nhVVRUbN27kQx/6EFarle7ubkQn9pKSEsxm87zARavVis/nw+VyyXvpcrmwWq28973vZWBggIGBAcbHx4E56EQvxYulAi+F5HNUUlIiORKsCI4sFsslcyRexbi/EUcLKfTiXggR9zE/Vk/7/fyFhXZlmc+RGG/BkXaS0p6H9lXn6ELRGdIZuhKic3Rtc3RVWKwUZS7wraCggLKyMnp7e+XJi8FWVVXWtBBZById02CYK4qm7fOj9dmK7uDZ7FxxMVGWPz+gLV8B0mrPWlC156X9rvb3fA1f+5k2SF8LmKqq0lonttUeX/s9IVrLnsvlIhqNyn0oypwp1+/343A4UBSFd77znRQWFtLd3c3ExAQej4fi4mI6OjowGAzMzs7KFYEo7Q8Qi8WwWq04nU4cDgder5empiZ++MMfMjIyIu+tqIYriq9lMhncbvefbZW4EEfi3OD11hEi2NFsNl+UI3EPF+LIZDJJjvL982LsxKsYI+2KU8QMLDSZafdxqRyJ72tXxfkTpM7RpYnO0PJmaKE2JkshOkfLm6PF5qKrRrFSFIVwOCyrzbpcLsLh8Lybb7FYMBqNlJaWMjY2hqIo0u/a0NDA1NSUXBW43W5g7iaI7AzhanutkStVVVWMjY3JQRSgms1m6uvrqaqq4uzZs0xOTnLdddfR0tJCfX39vG1fq2Uxb+C1Ztb81Qe87nsW0OUHwWlXFGJlou0dJSreFhQUyHohXq+XWCxGOp0mmUxitVqpq6tjaGiIqqoqMpkMW7du5X/+539Yu3Ytg4OD8r4kk0l5f8WkI85NNNgUsmXLFlauXMnY2BinT59mYmJCZoAYjUbpUxfn7/P5ZNPNpRZxryKRCH19fSiKIgu/GQyGeZOS0WikrKzskjnKZrMXcBSLxVCUucaiWo7E5JjPUSAQYPfu3ZfFkXYVmL8a1cYwiPuvFVV9vd2FmDRFzITO0cKiM6QzdCVE5+ja5uiqUKxEIF0ul5NFxSKRCGvXrpW1MIaGhvB4PNhsNsbHx6msrCQSiVBUVERpaSnhcJi1a9cSjUZxOp1ks1k6OzsZGhrCarVSXl5ORUUFbW1tRKNRGhoaGBgYwOl04nQ6CQQC+P1+KisrMZvN0ixbU1PD1NQUsViMqqoq6uvrCYVCjI+PY7VasVqtxGIxbDab9KdrS+VrzaRa16LWMrWQT128JwbVYDBQU1ODxWJhdHSUzZs3oygK69atY3Z2FrfbTV9fH0NDQ/JhSyaT2Gw2otEot912G7/61a8wmUx0dHRQWFhILpcjkUjIVZFws6ZSKYLBd15VBAAAIABJREFUIDfccAMvvPCCHCOAl156iVOnTpFMJqmqqpoHaDKZxO12EwwGKS0tJRqNEg6H8fv9DA4OLjVGkqNsNovH45EcrVu3jlAoJDnyer3YbDbGxsaoqKi4bI4qKytpbW0lFotRX1/P4ODgPI58Pp/kSJiatRxVV1dfNkfayexiHC0kYiIXk0Imk9E5WkR0hi6U5cbQYtd6pUTn6EJZbhwtNhddFZXXfT6fevfdd9Pf3y+LbyUSCRoaGsjlctjtduLxOHV1ddJEl81msdvtFBcXEwwGcblclJeXMzAwgN1ux2q18uqrr1JeXi5vYGFhIceOHaOpqYlMZq7/kaIoHD58mEwmQ11dHYWFhUxPT1NbW8vU1BTnz58nl8vJomgVFRUS0s7OToLBIOl0WnYwt9lseDweLBaL9POm02nMZjMOh0Nq0jC/5UC+z9pkMuFwOOTq5oYbbuDMmTOsWrWKZDIpVyGVlZWYTCZmZ2c5duwYdrud2tpaHn30Uerq6mhqauL06dN0dXWRSCSkmVk8POJcbDYbdXV1dHd3k8vl8Hg8TExMSFOzcNeKmiAWi0UmGojqtcC8gmvah29gYIBoNLqkfhyz2axu2LBBciS4WYyjXC6HzWabx1FFRQX9/f0X5aioqIhXXnllHkcGg4EXXniBTCZDfX09BQUFF3CkqioFBQUXcNTV1cXs7Kzk52IcifvvcDhkQKyWI3F+WiupuA9ajiwWi86RztA1y5DD4eDkyZNLWnld52j5c7TYXHRVWKwAxsfHMZlMuN1urFYrDoeDRCJBc3Mz+/fvJxwOY7PZeOqppxgeHiYajXL99ddLONva2hgbG6OyspLBwUGqqqpobm7G6XQSCoVYt24d4+Pj3Hffffh8PmZmZhgeHubcuXOYTCYaGxspKiqira2NjRs3Mjo6SlFREfF4XGq7MFfLQlEUCYQYxNnZWXp7e8lmsxQWFmI0GmU38LKyMiKRiMzG0GZAwOuas/DpihocyWSS5uZm9u7di9frZWZmBofDQVtbG2VlZUxPT/Pcc8/x/ve/nyNHjtDd3S2D7WCu7khvby+xWAx43Zeey831QBKroFgsht/vJxqN0tjYyPj4ODMzM/JhEdAJs7XFYpEACxOp8NuLuiWig/ufK1gU5hTSiYkJOUmITvaCo9tvv51QKDSPo2AwyN69exfkSJicL4Wj9vb2CzjatGkTIyMjsqBcMpmcx5GYDFauXHnZHIkx1Jrc8zkyGo1y4mtubuZtb3sbPp+P6elpnSOdoWuWoXw3lc6RztGVnoveULFSFKUa+CFQBuSA76iq+nVFUQqAnwN1QB9wt6qqM8qctvB1YD8QAx5QVfXkYsew2+1s2bKFkZERrFYrZrOZbdu2Sf/0r3/9a0ZHR3n729+O0+mkrq6OlStXUlZWxunTpykvL5d+2dHRUbZt28bQ0BDxeJySkhKamppYv349R48eRVVVGhsb6e3t5U9/+hPBYJBdu3ZhNBoZGBjA7XZz/vx5qTU7HA5cLhepVAqn00lxcTEmk4m6ujqp2Xd2dlJUVITZbKapqUlCun37dl566SUCgYBMGRVa9NTUFPF4XAbSCXefGHQRsLhv3z5isRgvvvgiQ0NDxGIxVq9eLVNBJycnOXDg/2fvTYPjOs97z9/pvdF7o9HYNwIkFnEDwUUSKYmSKFlWZNlxlLJiS7Hnzq3cqkS5TqVcNVNzb2Xmw+Qm88Vj51q+Gd84ju3EcmLZkrWFokiJFHcSBLESxL4D3UADaKD39cwH8H3VIClalkwVTZ+3igWi+5zus/zOi+d9lv9zlO7u7g3eMPE5ogu3SPoXQ1VV0um0rFpZWFjAZrORyWRYWlqS2yiKIlcrYnUg4uk2m42lpSX54C0sLMgHSHjpRGw8FAqhKMp7t5Mji8VCW1sb8/Pzsrihvb1dcvTzn/+c+fl5Dh48iM1mo76+XnLU1dV1A0ft7e3Mzs6STCYlR9u3b+fMmTM3cBQOh2/gaGRkhKqqKrlSE9e3qKhIVgnV1dWxsrJCLpdjcHAQn8+HyWSitbX1Bo4WFxdlzF9wFAqFpNKxyEcUHOVyOcnR448/Tjwe5/Tp0zgcjt9KjgBRITSgMaQx9HHnom3btnHx4sUtGkcaR5+Eo1vpof3KUKCiKOVAuaqqnYqiOIBLwBeArwHLqqr+raIo/zvgUVX1f1MU5Ungz69BuA/4tqqq+271HX6/X33++efJ5XJUVlZy7733kslkqK6uZmJiApPJxMWLF2lvb+eVV17hG9/4BmazGbvdTl9fHzU1NUQiEa5evYrJZKKxsZFQKEQ8HpfinhaLhdHRUUwmE2fOnKGxsZGpqSkOHTpEMBhEUdYr8IaGhuRNczqd5HI53G43O3fuZGxsDI/HQ39/P3a7naKiIoqKigiHwzLuLdyE6XQag8FAV1cXBoMBt9tNY2Mj27dvp6ioiDfffJPKykrMZrMMIx4/flzGnysqKmQMWlVV2tvbOX36NCUlJYyMjDA9PS2/MxQKbSglFXL7iqLIsGqhZocYhYmUqqrK/kkOhwO3200ymcRsNpPJZFhZWZEACveqMBTdbje5XI5IJCLDohaLhaWlJTweDyaTiXPnzpFMJttvJ0c2m03ds2fPDRzV1NQwPj7+Kzmqra1lbW3tQzkymUxYLBZGRkZ+bY7y+bzkaHR0FI/Hw5UrV2RFiuBodnYWk8m0oQJGr9fT1dWF0WjE5XKxefNmtm3bhs1m44033qCqqgqTySQ5OnHihEwQLS8vJ5vNUltbSz6fp729nWQy+VvJkaqqdHZ2kkwmFY0hjaGPOxctLi7S398/oKpqq8aRxtHH5ej8+fPE4/GbhgJ/7RwrRVF+CXzn2r+DqqrOXzO+jquq2qQoyv937f8vXdt+UGz3YZ9ZWVmpvvDCC1RXVxMOh/F6vbS0tEgXYG1tLel0mgsXLjA4OIjD4WDPnj1s3ryZ0dFRSkpKqKiooKioCIvFwvvvv09TUxNjY2Oy8m91dRVFUeRPRVGoqKjg1KlT7N69G0VRWFlZYdOmTfT09LBv3z5isRh2u51oNCq1NAwGA4FAgNnZWZqamhgYGKC7u1uW1Q4ODuLxeHA6nQCMjo7KRHy/309JSYlMYLx69aqMi2cyGbq7u2UocOvWrbI3UU9PD01NTQwODvLGG2+Qz+eJxWJYrVYpgGYwGGSMuVBMTYAm3KWFpayi2lLEqAtLbr1er4RZuEMtFgv79++no6ODlZUVUqnUBvhV9YOml4qyXtnZ1NREV1cXY2NjG+LRt4Mjj8ejHjp0iKqqKslRa2srgUDgI3NUWVkpH6JbcbS2tibPs6KigtOnT9Pe3n5TjuLxODabTXIk8g0CgQAzMzOSo56eHjwezy05am1tpaSk5NfmqLi4mO7ubpqamrDb7XcFRxpDGkMfhyGLxUJHR4fMsdI40jj6TfxNKxy/Vo6Voih1QBtwHigVYF0D0X9ts0qgMF1+5tprGyBUFOVPgD+B9QQ84QZ1Op0YjUb5AIRCISmzsGnTJlpbW5meniaVSvHuu++SyWTYsmULx48fx263Y7fbaWxsRKfTEYlE6O3t5erVq9TV1ZHP59m+fTtra2sMDg4yMzNDfX097e3tmM1mhoaGCIfD/MEf/AHhcJhAIEBzczOHDx/m3nvvldZufX09iUSCjo4OgsEgDocDr9fL3NwcTqcTnU4nQ3ytra0MDw/jdruJRqM4nU6y2XX9rLKyMhobG+nr62N5eVlaz48++ih+//rlPHz4MFu3bqW3t5c333xTSkXAegxcVJ64XC4ZHxYWu4gFF7pLhbUvABRDlKUKfRRxLMJar66uJhKJcOzYMRwOh4yXi3MpBFgI2onVjeh4frs5cjqdNDQ0SI5MJhOXL1/GarWyuLj4kTmy2WwbOIpGo/T19UmOcrkcO3bsYHV1lcHBQWZnZ6mrq5MciQTQm3G0b98+yVFdXR3JZFJyZLfbKS4uviVHLpeLaDSKy+X6UI7EvX/00UcpLS0F4N///d/Ztm0bfX19zM/P/9ZzpDGkMfRxGSqs+tI40jj6TfxNu358ZMNKURQ78HPgL1RVXROJ1zfb9Cav3eAWU1X1e8D3ALZs2aIaDAZ27tzJqVOn0Ov1slfP2NgYvb29lJaW4vf7qaurIx6PEw6HyefzPP/88+Tz63oeIyMjfO1rX2NlZYVYLMaBAwdYWFigrq5O5kSFw2GcTidPPvmkFP8S8KiqSmtrK5OTk2QyGSYmJqiqqqKlpYVMJsPMzAx+v5+BgQFCoRAPPfQQALOzs2zbto3JyUkSiQSJRELGi4X+SCgUor29nb179zI/P08kEmFlZUWGKicnJyktLWV+fp7XX39dxoaz2SyhUIhsNisT58VNz2azsjpSqMIKS11Y5WJ7Ye2LCo7CBDyRqGcymTCbzXLFIT5X5KxlMhk+85nPcPjwYbm/gE/E0o1GI16vl6qqKjo6OshmsxukJG4nR1VVVarRaKStrY1Tp06h0+kkR+Pj4/T09NyUI1VVJUc2m43R0VG++tWvSo72799/A0crKysfylE+n6elpeUGjpqbm8lkMszOzlJSUnIDRzMzMx/KkV6vv4GjQCCwgSOTycTk5CR+v/9DORIVtb/NHGkMaQxpc5HG0Z3C0U2B+SihQEVRjMAbwNuqqn7z2mvSHfpJ3aZVVVXq3/zN32C1WmloaMDtdlNSUsLKygpDQ0PodDpp+QtrViSQAUQiEfL5PB0dHRiNRtbW1qSbr7+/n8cee4wtW7awtraG3+8nmUySTqe5dOkSNpuN6upqysrKOH78ONlslpKSEiYmJmQSeTwe5/nnn+dHP/oR9fX1fO5zn2NlZYWjR49y5coVvv71r9Pb28ulS5ek63dkZISGhgaSySQmk4ktW7bw1FNP8fLLL9PS0kJlZSUXLlxgZGSEtbU1tm/fzrFjx2SpqhB2s9lsbNq0ib6+Pjo6Om64dsJKv17IrRDYQsu6UJzO5XJJd7JwC4trrNPp8Hq97Nu3jxMnTjA7OysfCnEP4IPqD+F23bt3r4yVizi3oihMTk6SSqVMt5Mjr9erfvWrX8VisdDQ0IDH48Hn80mOhBCfaAPxYRxdunQJg8HwkTnq7OykqKiI6upqysvLOX78OJlM5iNxFA6HOXr0KP39/Xz961+X9/mjclRVVcX58+dv4EgIFAqO7HY79fX19PX13ZCX8NvE0cTEBOl0+ojGkMbQx2Uol8sxOjraCYQ0jjSOPsnftGQy+fFCgcr6mXwfGBAAXhuvAV8F/vbaz18WvP6Coig/ZT3Rb/VWAMK6dZlKpaiurubw4cN8/etf5+2338bv9+NwOPB4PITDYUKhEBMTE2QyGYLBIHV1deh0OhYWFlhcXMTn86GqKnNzc0xPT3PPPffwF3/xFwwMDPDiiy9SVVVFKpUiEAhQXFzM0NAQyWQSl8tFdXU11dXVjI6OUlRUhKqquFwu9Ho9TqeTSCRCaWkpVVVVnDhxgvb2dg4cOIDf72d4eJiDBw8C8Nhjj3H+/Hm8Xi8PPPAAb7/9NvPz88zPz/Pd736Xxx9/nHA4zKuvvko6nSaRSBCLxTh27Bh6vV5a5KJaYnl5WUo+CG0NkSMmoBS/OxwOIpGIjEcLOAUgIvYs9snn1xXeM5kMFouF8vJyrFYrDz/8MMvLywwMDPDyyy9L96mw1MVPs9ksKyaqqqpoampCp9Nx4cIFWWYrVhvXxm3nKJlMUlVVxdtvv81//s//mSNHjlBSUiI5Wl1dZXFxkcnJSdLp9C05mp+fZ2pq6ldyJPRUnE4nNTU1VFVVSY4AyZFwnZeWllJdXS052r9/v0zgFCvGQ4cO3cBRIBDYwNHq6iqvvvoqqVTqphwJb2kikZCCgEKF+LeRI7GPxpDG0CeZi679ca4FTmocaRx9Qo5uOj5KVeAB4CTQy3ppKsD/wXpM+t+AGmAK+ENVVZevGWLfAZ5gvTT1f1FV9UZXS8FobW1Vv/Wtb23oqeT3+wmHw7z22muYzWY8Ho+84QsLC5jNZvbt28fbb7/Npk2bqKioIJPJyBLMxx57jGg0SjgcZnp6msHBQVkKKuKx5eXlzMzMYDQacTqdPPLII5w+fZq2tjaGh4fJZrP83u/9HkePHmViYkJK/peWlsoyTJvNhqqq2Gw2vvKVr/CjH/2I/fv34/f7cbvdnDt3DrvdTnd3N5///Oepr6/n8uXLvPLKK1ILxGg0ytiywWDAbreTSCRwOp2sra1JCC5fviwfCqHVAesuUafTSTweJ5FISPEzAa5woQpLW1VVKYoGH7Qy2L9/P+3t7Rw/fpyJiQnC4bAEVFEUmfgnVHZzuRwWiwWXy8Wjjz5KZWUlL774IvF4XEJoMpmw2+10dHSI3IbbxlFdXZ36n/7Tf7qBo9XVVX75y19+LI4ef/xxydHU1BSDg4OkUini8fgtOTpz5gw7d+5keHiYXC7Hk08+KTkSK7eysjKCweAtOSotLcXlcnH+/HnsdjtdXV2So66uLn7xi19IjkwmE+FwWJZB22y2m3Kk0+l+KznK5/P09fVpDGkMfaK5KBgMMjo6qnGkcfSJOLp8+fKHVgX+So+VqqqnuHmMGeDRm2yvAn/2qz63cCjKera91WrF5/MxPz/PxMQE+XyexcVFiouLqa2tlaJm4uYMDg5SV1eH2Wymr6+P3/u930NRFBobGzl9+jQ6nY7u7m4MBgOrq6vS8wNIjQ9AllX29/eTz+d55513qK+vZ3FxkY6ODpaWljYkPU5OTsrPSCQSUuvqBz/4AYlEgtXVVSKRCDMzM/h8PhRFoa6ujrfeekvqYAjLt1DfQ3xmOBympaWFsbExqd8jABXKtalUiuLiYgC5Qshms7hcLrlKEdcWIJ1Ooyjr/apEo2pRdiriz7t37+aVV14hGo1u0PcQx2kwGDhw4ACnTp2SgNvtdnbv3k08HueNN94glUptSCIUBQXXVOdvK0fi+wo5mpycJJfLydWfy+W6JUf9/f08+eST6HQ6GhoaJEc9PT3o9XpWV1elwJ64L6K1QT6fJxqNcuXKFXK5nORoYWGBjo4OlpeXpc4KwMTEBLC+uv0oHAEbOEqn05KjfD5POByWKz2dTsfq6irNzc2MjY1t4L5QAfm3jaOZmRlWVla2awxpDH1chvx+P6Ojox+mvK5xpHH0kTgSYdubjTtCed1gMLC8vCxjv8lkkqmpKS5fvgzA4uIiTqeT6elp6U5MpVIEg0FaWlrYtWsXgUCA/fv3861vfYtXX32Vp59+mmPHjrG4uCgbOjscjpsmuomLfeXKFfR6PVu2bJEaHgMDA7Kc9XrvXi633hspHo8zOTkpS1fPnz8vm0kvLy/j9XrZsWMHxcXFHD16VO6XSCSk61Kv15NKpdDpdDzyyCN4vV7q6uo4cuSItOpbWlp46KGH+P73v4/D4SCbzUpLOplMUlRUxLPPPktHRwf33nsv0WgUnU7HpUuXcDqd1F2rIhkeHpZxezGcTifvvvuufNBF3BnA4XBgsVgwGo0STnHfEokEDoeDQCDA6OioVKcV12dlZQW/318YDrxtw2g03pKjhYUFHA7HLTkKBoOSo1deeeUGjqLRKHa7XT5s13OUy+Xo7++XHM3Nzd3AEWzs9i5cy4lEgqmpKRRlXdbjwoULshJHcLRz5058Ph9Hjx7dsJ+YJISGmqIoPPzwwxQXF2/gyGAw0NTUpHH0IUNj6O5nSITFbufQOLr7ObrVXHRH9ArcsmWL+u1vf5tEIkEwGGRmZobx8XFcLhfz8/PU1dVJIySfz+PxeCgvL2dwcBCLxYKqqvyH//AfeO211xgfH5cuSJ1OJz1E2WxWalHBB52uCy+OsLCFazKTybB582Y6Oz8Q2RXbF8Iovkuv10uJf/FdiqJQVlYGIKsrhPtSJMkVfrZOp5PVE1arFYPBQDwex+VycfbsWQwGA9FoFFVVNzTIFJC0t7fT2dlJTU0Ng4ODWK1WYrEYjz/+OOl0mnfeeQdA5muJstbnn3+esrIyvvnNb5LJrHcTt1qtLC8voygKLS0ttLe3Mzw8zJkzZzYk+n3lK1/hX/7lX6SBWng+iqJQU1NDb28vs7Ozty6l+ISjsrJS/dM//VPi8TgLCwtMT0/fwFEymZRlu78uR+l0WrrmC6tUCs9VDHF/3W436XT6tnBUuN/1330rjoR4rcbRjUNj6IPvvlsZeuCBB/iv//W/3tZegRpHH3z33crRreaiO8Kw8vv96pe//GX2799PNpvl7NmzzM/PSxmF1dVV9Ho927dvx263MzY2BiBjuULH4+LFi/LiWiwWAKk3UejKK0yCExAUui1FrLZQH0OMQggL9xf/LyoqkjILAnixrdgP1m9eYfXBoUOHOHbs2IZtbDabbBwpwppiZZDNZvF4PFJWX3yfeO/6qgmh4yFyVQRgospBVVVZlprJZKS7MxqN8txzzxEIBKRQ3dzcnCxlVVVVth0o/E5xDqJD+sTEBMFg8LYaVna7XW1ra7uBI1VVsdvtcnK6nqNYLIbRaPxIHBVOYL+KI3HNzWbzDbonN2On8N+vw5FYhSmKsoEjsW1RUdEGjgTfGkc3Do2hu5+h+++/n29961u31bDSOLr7ObrVXHT74zMfYSiKQiAQ4OTJk/T19ZHJZCQw4XBY9lKyWq309vaiqirRaJSKigoikQgnT55kampKxkhF6apOp5NhN1h3zwoghDUuXJYGg4HPf/7zmM1m/uZv/obnn3+erVu3AjeGAK83quADD1gkEkFRFLnqKNy2EF6dbr33ksFg4E//9E95//335WeLbWKxGMFgUEIi4BKu31AotOH4rFYr+XxeesXEqkNVVTZt2kR5eTnpdJpYLMbS0hL19fUSpML9YL2FgNFoZNOmTYRCIXp7e5mcnGRhYUF+VyKRkI0rCwEU4nd+v5/q6mqy2ewGF+3tGrfiaGVlRZb5FnIUi8UoLy+XHE1PT9+SI/HwXc+R0Wi8gaP/9t/+G8899xxbt26V97DwWOEDFsTvYptoNPqROTKZTBgMBv7sz/6MkydPbvh8RVGIx+MaRx9xaAzd/QwdPnz4N43NDUPj6O7n6FZz0R2RYwXrlvrk5CRVVVXMz8+zY8cObDYbwWCQxsZGzp07x+TkJG63W96Ynp4eaTQlk0l5wYXFaTKZsNls6PV6VlZWePTRRxkfH2d8fFyCLrL8d+/ezd69e9Hr9bz00ksysd3pdLKysiIhFhe7rKyM1tZWTp48uUFSQK/Xo6qqjC0LEMxmM4lEQgJpNBppbm7mySeflPpZRqNxQ7hSp9PJUlXxUIpEvVwuJysfxDCZTKRSKVwuF7FYTK5OdDodQ0NDsgxVr9djtVrx+/1YrVYGBgakvohOp5PJhcvLyywuLnLlyhXqroVjRdmr6LskctYURcFkMrF161Zqa2vp6upiy5YtBAIB/vzP/5w/+7NfO/fzE3FUXV19U47Onz9/A0fXGkQDyOt1M45ELuAjjzyygSPx4JrNZsmRwWDgpZdeksmkN+NIuNQFR4U6LeIYCjkSrCYSCentNJlMGzgSSsOFHCmKIidEwbzGkcbQ7ypDL7744m1nSOPo7ufoVnPRHWFYCbdbNpslEAjQ2tpKNBqVv0ejUdk/KBAISKn6uro6ZmdnpXUqYGhoaJBaV4BsdPzuu+8CH4iL2e12eVF9Ph8/+9nPGBoakscjjBoBRT6fx2w2k8vlCAaDsmoB2GBYWSwWebOz2Szbtm3D7/dz/vx5EokEJSUlKIpCdXU1R48elQmN2ex6s8h8Pn9DCFIcg+gcrtPppNZVoXaHiE3rdDosFousQCxMbtTpdOzZs4c9e/Zw4sQJ+bCm02meeOIJxsfH6e7uloCpqsrIyIhcLamqyuzs7A2uWWHN19fXb1jhfP/7399wLrdrpFIp7Ha75KS1tVXeI3G/Crkym82k02nq6uqYmZkBkCW3Op3uBo6EW/x6jmw2m4zFX8+R2K4w96CQo4WFBTmpiOsIN+do69at+P1+Lly4QDwelxzV1NRw9OhRurq6UBTlBo5utjrVOLr50Bi6+xkqbKFyu4bG0d3P0a3mojvCsBJDCIVeuXJFJuiJstHCi5hMJvF6vSwuLsrkPWH9VlRUEIvFCAQC8qIJsTZAuhONRqOMzSaTSdkIUnic4AOwhHFV+J6QWhAeKb/fT2NjI3v27GFiYoKRkREOHjzIT3/6U/bs2cOrr74qgQ6Hw3zjG9/gypUrdHd3S7ejSOITmh2FnipFWa/OEMfrdDpxu91YrVb0er00QB0Oh0w4tNvtKIqC0+mUxxsKhXC5XLS2tqIoCps3b5ZtFu655x58Ph/ZbJZLly7J3DQxstmsdP8WxvPFNTWZTNTW1hIMBrlw4YLs8yiO43YPcW/E/b6eI6FmLM4pkUjg9XpZWFiQ5ybORXAkusSL+yMmAcHKzTgSk5c4pg/jSNxj4cm8nqPJyUkp1Pev//qvkiOx7erqKt/4xjfo7++nu7tbnpterycWi22YQAuZ1jjSGPpdZuhWZfIaRxpHv4m56I5IXvd6verDDz9Mc3MzuVyOq1evSiCEBSkuhsFg2OA6FBdDr1/vkSTcloUXT1wkAVDhBRQuv5tBVmjg2O120um0tKbFsFqt0vv05S9/mfn5eU6ePMkDDzwgleLn5+el1L6wtnU63Ya4uwBefGdJSQllZWVCEBFFUbh48SImk0m2MBDGVjKZxG634/V6CQaDJBIJqqqqMBqNLC0tYbPZWF1dpby8nPn5edmIury8nNdee41UKkVNTQ3BYJCGhgb6+/s3dAEvLS2luLiYsbExDh06xMWLF0kkEuzevZuBgQFWV1fZtm0biUSC+vp6BgYGGBkZQVEUfD4fsViMvr6+DxVT+00Ns9msVlRU0NTU9KEcCbf6b5oj8RwJjsS4FUeFz54QrLueowcffJDFxcVbclSY2Fk4YX4YR/kJ0MqDAAAgAElEQVR8XuNIY+h3lqFUKkVPT89tTV7XOLr7ObrVXHRHeKxUVaW0tJSVlRVSqRRtbW309PTIkNz1IxaLbVBiFXFZcaMEsGIUxncLrWYBJSChKC4uJh6PY7FYiMfjeL1empubJeAXLlyQRtCmTZtwuVw0NzcTCASYmprCYDCwtLTESy+9BKy7Xs1m84bu2tfnTRU+AGLlUVFRQWlpqdTTiEQi0hWay+UwmUwUFRWxvLxMY2Oj1PpKpVJSXkJRFBKJBPv37+fq1atMT08Ti8UwmUxMTU1x+vRpeUzT09PodB9UHgoAzWYzTz75pLTcxWhra2NpaYlkMkl1dTWNjY2UlZXx4x//mHA4LM+9MFHx0xh+v5+VlRXS6TRtbW309vZKbyVsLEQQFTiFHAlD+6NyBMh94AOOxMNnsVhIJBJ4PJ4NHF28eFHu09DQgNPpvClHP/nJT+R3mEymGzgqnKiv58hkMt2Uo6WlJY2jWwyNobuboU/Dew4aR3c7R7eai+4IwyoajXL06FEp/iUMDnHg4mHI5XL4/X5SqRR/+Zd/yXvvvceFCxckeIWWfaHVXugNKnxPvC9GUVGRdEOWlJQQCATI5XKUlJRgNpv5yU9+IkXGdu7cidfrpaenh/7+fmZmZlheXqa0tFSCKKxucV5er1eqR8NGL5WICVdXV0vRslAoJJPw0um0TOTT6dZ1QRoaGuR+Q0NDxGIxmpqasNvtUsFWCOJt27aNQCBAMpnk9ddfJ5fLyYoTYENOV2ElpYjrHzt2bIPr+tSpU/LY3W43LS0tTE1NybwBsXIqTPi/3SOfz7OysiKvt8hHEKOQI7fbvYGjU6dOSUNenPv1nFzPUeF7gqN8fr0rPawniQqOkskkddcUlX/yk5/I1ePOnTvZtWsXPT09TExMMDMzw4ULFygtLcXtdpPL5TZwtLKysoGjwsKJ6zkSAno2m42BgQHZZikSiWgcfcjQGLr7Gfo08j01ju5+jm417gjDCtZlCgwGw4YDFgCJExIK5Zs3b+Zv//ZvZRWEoqxX2cEHMvfiIhaCtnnzZvbv38+JEyeIRqOEQiFUVcVoNPLkk08yPz9PV1cXqqri9/vZvHkz3d3d/Nu//RtWq5VcLseePXvweDw88MADLCwsMDMzw+LiojToZmdnMRgM8kEorJoIh8PS8hXnJaC22WyUl5djMBjYunUrRUVFrK6uYrPZ8Pv9vPfee5hMJjweD4uLixgMBkKhEPF4nPLyctxuN263m9nZWamzEQwGyefzvP/++0xOTpLJZHA6nSwvL0uvmThXVVUJBALk83m5cvL5fHi9Xo4dOyZdvJs2beLRRx9FVVWOHj3KwsKCrFK5fPmyLJsVCY/CvSvuh8aRxtGdzpHG0N3NkDA2NI40jm7XXHRHGFaKolBcXCx7F6VSKQncnj17eOKJJ+jr6+Pll18mnU7LKjqxr2jyGIvFZOz5+uFwOKirq2N0dFQmwe3Zs4eOjg4ymQxHjhyRiYV6vZ6xsbEND0Q2m+Wzn/0sdrtdirZ1d3fLJESRxAcfNIg0Go0yvmw2m+X7qVSKoqIicrmcFDgrKSmRNy2VSuH1eunr66O0tFQ2kDabzTQ1NRGNRvF6vdJD1tDQQDQaZXR0lI6ODmw2G3V1dVKfY25uDqPRiMvlApB9qVRVpb6+nmeeeYYXX3xRetV8Ph+NjY1UVVUxOTlJQ0MD7733HqlUirm5ObxeL11dXSwsLJBKpejs7CQSidDb2ytXBg6Hg7KyMoaGhj6VFSJoHGkcffKhMaQx9JsYGke/2xzdEYYVIK1eQIp2Njc34/F4KC0t5Y033pDbFYYIdTqdlPcX+4qYroi1wror8Pjx4xQXF7N//36mpqZobW3l8uXLUq0VPpDkL4wVK8q6xofNZuPs2bMEg0GCwaDUxhBDJP3p9Xra2tpwuVwEg0HcbjcrKys0NzczMzPD6uoqk5OTGx4W4Z7t6+vj4sWLVFZW0tvbi8/no7+/H0VZb1RdU1NDT08Pa2trOJ1OwuEwL7/8MisrK8RiMdnY8/z58/IcTCaT7LtUWC1ps9mIRCJ8+9vfJplMYjAYZA+oxsbGDZ3U8/m8dNn+8z//M7Ozs/LYI5EIFy9e3PAgRiIRIpGIXHUJRd7bPTSONI4+6dAYursZ8nq9vyFSbj00ju5ujm41F90xhpVwjSrKuj5HeXk5jzzyCIFAgDfffJMrV67IBLSb7QPrEDgcDinEJqzuLVu20NPTw+LiIoFAgNdff53S0lJ++ctfSn0svX5dYEz0QFpbW2Pbtm00Nzdz/vx5lpeX6e7uJhwOyxsijkFUcJhMJj7zmc/gdDoxGAxEIhGqqqq4cuUKHo+H4uJient7mZ6exuv1Eg6Hcblc5HI56urqqK6upri4mEAggM1mw+FwMDw8jMlkorKykqWlJRYXF2Uy/I4dO7Db7YyPjzMzM0MqlWJhYUE+SOIBTKfTUi9F5Bjo9Xrq6uoACAaDsqrD5/NRWVnJO++8g8fjobKykpWVFZaXlwGka9jj8chqkra2NkZGRrDZbPI7DAYDBoOB2tpaotEow8PDGkcaR78VHGkM3d0MRSKR286QxtHdz9Gt5qJfaVgpimIB3gfM17Z/WVXV/1NRlHrgp4AX6ASeV1U1rSiKGfgR0A4sAV9SVXXiV32PUFQ1Go00NjbS3NzM9PS0tGSFS1TceDH0+nWhMKvVSk1NDU899RSbNm1iYmICnU6H2+1mdHSUtrY22Uto69atvPDCCzJxzW63k0gksFqttLe3ywbMXq+XUCjEF77wBf76r/96A3Aima2oqIiysjLcbjeVlZWUlZURCoUoLS3F4/Gg1+uZnJzE4/FIl7BI0BevAczMzHDgwAHeeustqqqqWFpaIhgMEgqF0Ov12O12FhcXOXr0KJlMBofDQW9vr9y3sPRWHJvJZEKn00k5/kgkIhP8VFWlv79fVjeIElSHw8GZM2cIhUK0tbXR0dFBMBiUTTL1ej2lpaXce++9ZDIZLl26hMvl4sEHH2Rubg6r1crk5CTl5eXU1NSQzWax2WyYzWYURbmgcaRx9HE5Kshv6NYY0hj6uHNRSUkJZ86cadE40jj6JByJ3o03Gx/FY5UCHlFVNaooihE4pSjKvwN/Cfy/qqr+VFGUvwf+V+B/XPu5oqpqo6IozwL/D/ClW32ByWTic5/7HLlcjomJCZ566in+4R/+gVAoJC+YkFPYcPAGA3a7HZfLxcMPPyxhPXHiBJ/97GcZGRmhrq4OvV5Pd3c3u3fvxuPx0NnZKW+aTqfD4/Gwf/9+EokEMzMzGI1GfD4fLS0tqKrKqVOn5M3S6db1p4T1WlFRwebNmykvL0dV12XxQ6EQXV1d7N69m0QiISsfXnnlFanUvra2JisUfT4fzz33HH//93+PqqoMDQ0B4HK5WF5eltemvLyc4eFhhoaGUFWVZDLJzMwMiqLw8MMPc/ToUVluK1YABw4coKamBqPRyKuvvsq+ffuIRqMYjUZ+8YtfyAmgqqqK6upq+vr6qK+vJx6P80//9E9S+0M8OEajkVAoxNTUFNu2bWNtbQ2r1cqVK1dIJBKybDYUCtHQ0IDZbKa1tZWjR4+icaRx9Ek4amlp4d1332Vubm6HxpDG0Medi6794R9UVXWXxpHG0cflSDSYvtn4lYaVum5SR6/9arz2TwUeAb587fUfAv/XNQg/f+3/AC8D31EURVEL/Z3XDYfDQX19PT6fj8XFRY4fPy47gcMH4qDwgZtSuER37NiBXq+nrKyMJ554gnPnzlFdXc13vvMdnnvuOY4cOcLx48dZXl4mEAhQVlZGQ0MDDoeD5eVl9Pr1DuNtbW2k02lef/11nn32WVZXVzGZTKytrdHR0SFVcxsaGqisrOTkyZOYTCZ8Ph+1tbXY7XbZf0iUjVosFo4fPy5j5jqdTvY0FOJswgX7zW9+U/ZwEq7NxcVFXnjhBS5cuCDj2MJdG4vFpAtXVVXeffddeZ2Ey1Sv1+N2u6murmZ2dpbm5mYmJyelRIXNZpOA1dbWsnfvXjo6Orh06RKZTGaDgClAcXEx4XCYrVu3YjAYZHmqWEkEg0Hi8ThtbW1MTU0RiUTYtGkTXq9XPMQaRxpHH5sjUW6tMaQx9EnmoomJCQDxYRpHGkcfi6NbJbB/pBwrRVH0wCWgEXgRGAXCqqpmr20yA1Re+38lMA2gqmpWUZRVoBgIfdjnRyIRbDYbPp8PnU5HR0fHBt2JQvhEEqAo/8zlcnz2s5+lqqqKqakpjh07xtjYGNlslm984xtyf71eT0dHBy+88AJ/93d/J6X7XS4XdXV1vP/++zz11FPkcjkuXLiAw+HgyJEj6HQ6xsfHpcuwuroah8OB3W7n2jnicDjw+/0MDAzQ39/PgQMH6Orq4u2335YuVkDuOzk5icvlwmQyMTExQTwex+12s7CwIEtlxTl/73vf49ChQ2SzWVZWVmRDS1FWKq7R7t276ezslDpbra2t3HfffRQVFdHb20t3dzfj4+Pkcjn27dtHWVkZirIuttbZ2UlzczORSIQtW7bI2L+w5vP5vKyqCIfDzM/PS5HWbDbL66+/jslkIp1Oywfyi1/8IqdOnWJqaoqlpSXi8bjGkcbRJ+YoFouhKEqXxpDG0MdlaHR0VJyTxpHG0Sf6m/Zh4yMZVqqq5oCdiqK4gVeAlpttJni5xXtyKIryJ8CfABiNRk6ePInVaiUcDtPS0sKlS5fktjrdB42QRQzY4XBQVVXF1atX+cIXvsDLL78sNTyutySFpsbmzZspLi7GZrORSCRQVZVwOMzk5CT33nsvf/VXf4XT6eTdd99l8+bNLC0tMTU1JVcZohJBdAYXpafj4+OMjo5y8OBB/uEf/gGAlZUVxsfHZbzZYrHgdrsxGo2UlZUxPz8v4TQYDHg8Hu677z4SiQR2u52+vj62bt3KuXPnOHr0KD6fj0QiIeP2hQl7+Xyec+fOYbFYKCoq4oknnqClpYVYLCbdxBMTE2QyGaqrq2lvb+fdd99lx44dLC8vE4lECAQCuN1uLBYLXq9XukudTif5fJ7777+fcDiMTqejsrISv9+P0+nkrbfekgKm4v643W5eeeUVcrkcq6urFBcXk8vlNI40jj4xR9dWsxpDGkMfmyFRbadxpHH0Sf+mfdj4taoCVVUNK4pyHLgXcCuKYrhm4VcBc9c2mwGqgRlFUQyAC1i+yWd9D/gerPdVmpycJBQKkcvlpOaHSKpLJBIYDAaqqqrQ6XSUlpai0+l4+umnOXLkCD/+8Y9pbGxkYmKCxcXFDaWlDoeDRx99lOLiYlZWVjh8+LBsK6Bcq8A4fPgwp06dIpvNSldqJpMhGo1u2C6bzW6IZSuKwtraGu3t7QC89dZb8oESoIhVQTKZZHl5mYqKCp544gl++MMf0tDQwOjoKHv27GH79u2ymWRzczM9PT10dnbKUtxC5V6r1cqXvvQlzp8/z8DAgCyHzefz/Mf/+B9xOBwATE1NcebMGcrKynA4HCwuLmI0Guno6GB8fJyhoSEURaG2tlYmCE5OTjI/Py/j2qWlpczOznLhwgVaWlrw+/0EAgGGhobYu3ev7Kau0+kwGo243W5UVSUWi8m+iqKqQuNI4+g3xZHGkMbQx2Wo0GukcaRx9Jv4m3b9+ChVgSVA5hqAVuAQ68l77wHPsF5F8VXgl9d2ee3a72evvf/urWLRYkxMTMgbq9PpsFqtNDQ00NjYyPHjxwF47LHH2Lx5Mx6Ph8uXLzM0NMS+ffswGo3Mz8/LWK74HKPRyLPPPktDQwPZbJbGxkZ+8IMf4PF4iMViFBUVEYvFgHXXraIoMrYajUZxuVwkEgnKyso2tKGpqKggkUhgsViIRCIcPnyYRCIhSzXFDYWNFR47duygtbWVjo4OfD6frIwQLQKqq6tJJpO8/PLLxGIxlpaWNrQJENfFbDZz6dIlioqKqKmpoby8nMrKShYWFpifn5fgirhyV1cXBoNBao6MjIxQVVXFzMwM+/fvp7y8nDNnzpDL5bBYLNTX1zM+Po7H48HhcOByuSgvL6etrQ1FUXjnnXcYGRnh4sWLtLe3o9frmZ+fx2azMT09TTQaFaE/9Ho9DoeDoqIiFEVxaxxpHH1cjsTq9dq8pDGkMfSx5qKGhgZ6enr0GkcaR5+EIxE6vdn4KB6rcuCH1/JjdMC/qar6hqIoV4CfKoryfwOXge9f2/77wI8VRRlh3ap/9iN8B7BuRdvtdrZv304+n6eiogKdTscTTzzB2NgYmzdv5ujRo4yMjPBHf/RHjI2NcebMGbxeL++//75MghNS/TabjWQyyeLiIsvLy/T19bG6uir1K4SVbzKZZKWGSPyLRCLs2LGDgYEBrFYr0WiUaDRKU1MTFouFyclJnE4nLpdLwieUbQsBVBQFl8uF1Wrl8uXLXL58WQLb2NhIS0sLZWVluFwuent7ZRlpOBy+QeDNYrHQ3t5OJBJhbGyMyspKHn74YRwOB11dXRQXF0uAIpEIi4uL0rUqVkstLS0sLS0xPDyMwWBgampKSCHg9XrJZrN4PB55jRobG9m0aROZTAa3282pU6eYmZkhn88Ti8Vwu93MzMyQTqdxuVwsLCyQTCblMR84cACDwSCqQt7TONI4+rgcrays0NnZiaIoPRpDGkMfdy66ZhM1aRxpHH0SjsbHxz/0vn+UqsAeoO0mr48Be2/yehL4w1/1uR82otEo/f39/OEf/iH5fJ6BgQHuv/9+AL773e9Ka/df//VfWVxclF2vxY03m81UVlbKWPDPf/5z9u7dS09PD+l0WiacFRUV0dzcDKzHw71eL7lcjqWlJa5evYrZbEav17OwsEBxcTEOh0MKklVXV1NXVydjsFVVVbK30MjICMXFxUSjUVKpFCaTiW3btrFp0yaWlpZkmwFFUejt7cXpdDIwMMBTTz2FXq9n165dzM7OYjabyWQylJaWUl9fz6VLl4hGoxw/fhyTySSbX/p8PsLhMA6HQyZHnjp1itXVVfbu3Us0GpWlouFwmOrqaoaGhigpKaGkpITJyUlSqRSlpaW0tLTIqgu9fr0Fgqg8uf/++zlz5owUdxPnBTA5OUkwGGRsbIxkMonFYuHBBx9k8+bNpNNpvF4vr732GsFgUONI4+gTcXT27FlGR0e3awxpDH1choxGI9/+9revqKq6W+NI4+iT/E37sPHpdMb9NUc0GmViYgK/388f/MEfcPbsWX7+858zOzvL3Nwcc3NzslQzmUzKZoqAjKnCev+idDrN6dOniUQiMj4KUFtbi8lkwu12E4vFcDgceDweDAYD9fX15PN5zp8/L6X65+fnpRsxlUrJzt6f+9znJBxzc3M4nU7Zm8hoNFJSUoLZbMblcqHT6aipqdkQa49Go9jtdqanp9m0aRO//OUvZUIdwJe+9CUuXryIyWSS4m8Gg4FUKoXdbsdms8ntU6kUx44dI5lM0traCqw/bPl8XlZsuN1uSkpKqKmpobi4WK4sjEYjwWAQm83G4OAgoVCI+fl5pqamGB4eJpPJyMS9WCzGgw8+SElJCU6nUyZXptNpWlpaePrpp0mn04yMjMjKkEQioXGkcfRbx5HG0N3H0NWrVz9VhjSO7k6ObjUX3TGGlUimE65Lg8FAR0cHL730EufOnSORSMgLkc1mZYa/gM9oNMrePSL8LaoM8vm81K/Q6XSUl5ezbds2crkcgUCAvXv34vV6yWQy3H///dL9Oj8/Lz9DyPknk0ncbjf5fJ4DBw5w/PhxzGYzfr9fuhLb2trweDzAepx7YmKC8vJyjEYjdrudyspKaSGL7uebNm2ir6+PnTt3kkqliEaj2Gw2VlZWyOfzUiUWoKmpiW3btpFMJjly5AgzMzNYrVZ0Oh19fX2UlZVRWlqK3W7H4XCwa9cuUqkUMzMzUgSupqaG2tpaDh48SFtbm2yNIJRvl5aWSKfTjI2NYTabefPNNzl58iTxeJxIJMLU1BQOh4NQKCRzCEwmExUVFcTjcerq6ujt7eW73/0uly5dki5qjSONozudI42hu5uhvr6+286QxtHdz9Gt5qI7plcgIIGKx+O88cYb6PX6DZn34neRTCcSyUTsU7xuMBhIp9MbKh2KiopknHRtbY2VlRUUReG+++5jYGCAAwcOUFFRgdFolFUD4jtF9YTZbJY3IZPJ8Oabb5JKpYjFYvh8PnmhX331VSmU5vP5iEQiBINBtm7dSjweZ2hoiK985SsytrtlyxbS6TSTk5PMzMzIXk/JZJKf/OQnG65RJpMhnU6zvLxMPB6XMfHjx4+zadMmqRxrMBhwOBzSnSo6c4sYsYBcr9dLUbiuri55ncrKyuSkoCiKfOjFA5pMJllbW6OxsZHDhw9LV2ssFpN9rEQj0NHRUenW/jSGxpHG0ScdGkN3L0NOp/PTQAjQOLqbObrVXHRHGFYFCYVyiBsvQANoa2ujv7+f+vp6FhcXCYfDGAwG7rnnHiYnJ2XlgNDVmJ2dRVVVrFYrFRUVVFdXMzExwczMDMvLywSDQSwWC8899xzhcJgjR47IaodCxdempiZGR0eli3ZwcBCHw8HExARms5l8Ps/Y2BipVAqLxYJer5fJhtPT0+h0Og4fPozFYsFqtdLc3CyVeD0eDz6fj8HBQYLBoHQ/qqoqPzsej6PT6bj//vuZm5tjYmKCXC7HoUOHMBgMJJNJKisrcblc1NfXc+7cOYLBIF6vlwsXLjAxMUFjYyMHDx6UCXlmsxlVVYnH4/j9fvx+Pw0NDUxPT8u4u8Fg4Pd///fR6/UsLS3hdrsJBAJSrySdTnPy5Eny+TyPP/44mUwGu91OdXU1er2ey5cvY7fbMZvNGkcaR78VHGkM3f0MXa8JpXGkcfSbnovuCMNK3HCDwUBxcTFer5eRkRGZuGYymfjiF79IaWkpmzdvxmw2c+HCBe6//36MRqMsI+3u7ubpp59mamqKmpoaWTWxb98+Zmdn0ev10lVosVgoKSkhnU7z2muvMTQ0RHV1NX6/nwsXLgAfrDZisRiNjY3SOl5aWpK9j3K5HEVFRbIpYyKRwOfz4XQ6mZiYQFHWpfjn5+dlmWYwGCSbzfLwww/T2tpKJpNhfn6edDotVWiNRiN+v5+pqSnZ+HJ0dBRVVamqqmLr1q3EYjHq6uq4cuUK8XicWCzG+Pg4i4uLZDIZLl++jMlkwmq1Ul9fz9raGmVlZWSzWaxWKwsLC6TTaUKhECUlJcRiMSorK7l48SKhUEiuDCorK2loaGBkZITZ2Vmmp6elXkkymWTv3r2MjY1x4MABTCYTv/jFL6RabiqVoqamRpbJaxxpHN3JHGkM3f0MlZaW8s4772gcaRzdtrnojjCsnE4nn/nMZxgcHKS6uprq6mpZWnr16lV27dqFqqrSUjQajezbt4/FxUXpMvX7/bS2tmKxWNixYwfJZJLa2loikQgnT57kmWee4b333mP79u28+uqr2O12rFYrPp9Pulk7OzsxGo3SXShi48FgkPb2dkKhEE888YRM6ksmkzJpL5db77BdVlZGXV0d5eXl+P1+Tp8+TSqVYnl5WcaeRYz80qVLcmWwsrIiKzL0ej379u1jYmKChoYGbDYba2trRKNRKioqaGlpYXl5WVZ1OBwOdLr1nk2KovDAAw8wMzNDMpnEaDSyd+9eTCaTVMoVgnFer5fDhw+zurrKAw88QDqd5uDBgzidTkZHR5mammJhYQGHw0E0GqWkpET22tq+fTvpdJqSkhJ6e3upqqpiYmKCQCBANBqlqqqKZDKJz+ejqqrqtk9kGkcaRxpDGkMfhaFPI5yscXT3c3SrueiOSF5XFAWPx8NDDz0klVVnZmaw2WzU1tZisVhYWlpCURRKSkpQVRWbzUZ9fT01NTVUVFRQUVFBe3u7lJqvq6sjGAyiKApf/vKX0ev1/PEf/zHDw8O43W5SqRSZTIaxsTFqa2tZXV1FURSpLqsoH7Qb0Ol0dHZ2srCwwPDwMKlUSib/pdNpWVEhtDx27dqF3W6XbsSamhocDgd6vV5WdYiqg9OnTzM9PU0kEiGfz8vkxTNnzlBRUYGiKMzNzVFdXc3TTz/N7t27WVpaYmlpSbpxg8EgJpOJ4uJi2trauHjxIoODgzQ2NlJeXk4ymSQajeL3++ns7MTlcjEzM4OqqlRXVxMKhThx4oRUsAVoaGhg8+bNbN68mcnJSXw+H+Pj4/KcFGVdoXd+fp5t27bR1dXF7OysjEPPz8/T3NxMfX39hooQjSONozuZI42hu58hi8VyWxnSOPrd4OhWc9EdYVjpdDrMZjP19fUoiiJ1KoaGhtixYwfT09PE43H++3//78zPz1NWVkYoFOLixYuyg/XU1BR1dXX8+Mc/JpVKsbi4yOOPP87AwAB9fX1UVFSwuroq3XfxeJxQKEQsFuP111/HbrdLN2kulyOdTsuSV0VROHToEM888wzHjh1jdnYWq9VKIpEglUpJ96IAuKenB5vNJhVwv/a1r0ldEiG8BhAOhzd02zYYDBiNRoxGI8XFxWSzWcrKyqitrSWfzzM3N0dnZyexWEy6QHO5HGtra3JlMDExwZYtW9izZw9ra2usra0Rj8flKmbr1q3odDqKi4u5cuUKFy9eRFVV9u3bh8/nY3Jyko6ODtlp/PDhw2zfvp1AIEB3dzfBYJA9e/aQSqVwu93s2rULnU7H8vIyHR0dJJNJtmzZQlVVFQaDgWg0KjVONI40ju50jjSG7n6GRENgjSONo9s1F90RocBwOEx/fz+nT5/mwQcfZGlpSWpq5PN5SktLKS4u5p577sFut+N2uzl06BBnzpzhv/yX/4Jer8dsNnP58mUymQzvvfcetbW1DA0N8dxzz2EwrHesnpmZIR6Pk0gkNpRK2mw2ampqZFmmgEJ0206n07zyyis89NBDfPGLXyQej/OjH/2ITCYjS13X1tZYXl5mdnaWpaUl+knTdswAACAASURBVPv7WV1dxWg0EggE8Pv9LCwsYLfbpdtSiLndd999/OxnP5MJgk1NTQDSzZpMJikpKWF1dZVsNsv09DRut5uxsTHGxsbweDyy11RxcTGhUAir1cqlS5ekaFooFCIej9Pb24vVaqWoqIhwOEwkEqGiooKqqiqsVivpdJrh4WHW1tYkXKdPn6a7u5tkMsnjjz+OyWSipKRErvyEQFwmk8Hv99Pc3Mzw8LDs11RWVvapJIxqHGkcaQxpDP0qhlZWVm4rQxpHvxsc3WouuiMMK1jXxnA6naytrUmBMovFQigU4ty5c5SVlXHu3DlGR0dlY8uqqipUdb05Yjqdlj9TqRQ6nU7GgzOZjIQvFAqRzWalhW0ymdDpdMzOzm6wQHW6D7qPFxUVUVFRwdLSEjqdjuPHj5PJZGSs/uzZsxgMBiwWi0z2m56elvHsf/zHfySXy5HL5dDr9Xzuc58jlUpx5coV7HY7sViMZ555hvHxcbq7u/F4PMTjcc6fP8/27dt57LHHpO6H2WzmZz/7GaOjo4yPj/PQQw+h0+kwGAxyhaSqKlNTU+zbt4/V1VWpZNvb20sgECAWi0ntD3FMAwMDANxzzz2yMmT37nVh4lwux7PPPsvExASbNm2SZbtWqxWAYDDIvn37uOeeexgYGGBiYoI9e/YwPz8PQCAQ+FQMK9A40jjSGNIYujVDYtvbPTSO7m6O7njDyu1288wzz0hBtPfee4+ioiLsdjs/+9nPWF5eljFcQFZWzM7OkslkACR4ABaLhampKUpLSxkYGCCRSEhV2EwmI5MDRXVDMpmUr4vv0Ol05PN5/H4/S0tLspfQuXPnNrQbMBgM+Hw+LBYL0WiUgwcP0tnZydraGplMBqvVSjgcxuv10tjYSDgc5p577iEUCjExMUE4HObs2bMoisLy8jJbtmyRom9CkK2zs5PKykoMBoOsWigvL6e2tlY23iwrKyORSMhy1xMnTjA6Oko6nebZZ5/FbDZjsVika7itrY2SkhIymQx9fX2MjIxgMpmIRCIUFxfLVgHJZFK6pEXsur6+nrKyMpaXl+ns7MRqtWK1WhkbG6OsrEzqfywtLZFKpaisrLyh9FjjSOPoTuRIY+juZ2hpaem2MqRx9LvB0a3mojvCsBLxX0VR6Ojo4NKlS7S2tnLmzBkJSOEQyXA3sxgVRWFhYUGq3GYyGVkVUZhgJyATVrywckVinxBac7lcjI+PE41GmZ6elmJiYt9sNovP5yObzWKxWKipqZGaHIuLizKevbq6ytDQEMXFxYyNjcmu2VarFYfDgc/nkyBdvXqVz372s1y4cIGLFy/i8/lYWFiQpaqiq7nQSlleXmZlZYW6ujreeustEokEbrcbVVW599576ejoIBgMMjo6KnVJROy8sbGR2tpafvCDH2A2m2Vn8vvuu4/333+f5eVl8vk8fX19NDQ0sGfPHgKBAFevXqWhoQEAh8MhE/sURWFsbIy5uTlcLheVlZUbVlMaRxpHdzJHGkN3P0PX30ONI42j3/RcdEcYVgA//OEPCYfDmEwmYrGYVGMtVEoVQwAA3PCeeE24NcV7hw4d4ty5c1IBtnA4HA75EAjVW5HMNjs7SzQale5Wo9Eo49CwDr3o5WS322WMuK2tjYWFBal9IVoDPP744wwPD1NXV4der2f//v04nU7Gx8epqqpibGyM+vp6mdyYz+cJh8Ps3buXoaEhZmZmaG9vB9bdlpFIBL/fz5YtW9Dr9SQSCVld0dDQwNraGj6fj507d/I//+f/JJPJsG3bNjKZDOPj4xKO9vZ2vF6v1DW5cuUK999/PwsLC9L16na7mZ6epqSkRArOLSwsMD8/z8LCAnV1ddTX15NOp2W/JqvVSmVl5aeiYwUaRxpHn3xoDN3dDFVXV98ecK4bGkd3N0d3vI7V2toaS0tLUqEVYHFxUbo1r4dMr9fL5L3r4dTr9RsUZkXLgNXVVXbu3Mnp06fl9kajUZajGo1GqdJqMpk4e/YsTU1NDA8PSyteiIOJ9gB6vR6bzcbCwgJ//Md/zNGjR9myZQtdXV309/djMpmkFojNZiOTyfDqq6+iKAr9/f3odDoZs11ZWSEYDBKNRmUncoBdu3bh9XqZnp6msrKSq1evSs2Q6elpduzYwYkTJyS8IuEuk8nIfk9zc3MYDAY8Hg8ej4fKykpaW1s5d+4cfX191NXVMTMzw/j4OCsrK9TW1uJ0Opmbm5Nx7T179rCwsEAsFmN0dJS6ujpGR0cpKSlh+/btJJNJFhYWaGpqIhaLUVpaisPhwGw2s7q6+qnkxmgcaRxpDGkM/SqG/v/2zjQ4rus808/pvdELGkBjaWJfCQIiCUoERFqkRCmixpIsW1IpUVxOnKRccVXKk7Jr4mTizJ/UZCaz/BhrpuIaK45jW1E8im2JkkyFpCVSNClSAsUFpEBi33eggUbvjd7u/EDfY1KhSNoiRJA6bxUK6IuL7nPvfe7Bud853/t9eBCyFlIc3fkcrfs1VrrVvw68PnL+qBtAn1u2WCwkk0lpZqbXEiotLWVlZYXZ2Vk5UjabzTQ1NdHf38/8/Dz33nsvY2Nj0jnWaDRKR9xQKEQ2m2VwcJDCwkJppb+wsADA9PS0hF+f496/fz933303paWlNDc3c+rUKYQQEkCfz8fMzAwrKyv/5qb64IMPcDqdxGIxHA7HFU8EgUAAp9PJyMgI586dA1ZvUN1m/+TJkzz88MMcOnRIhjnLyspobm6mrKyMY8eOMTs7S3d3N8XFxaysrFBWVsb+/fvx+/1MTk7Kuefh4WF27NhBMBiUN21hYSH33Xcf+/fvl+6/hYWF8rxv2rSJqakp6Xy7vLxMbW0tGzZsYHx8nFOnTlFUVCQ7l7WU4khx9HGlGLrzGfokHvIUR3c+R9fqi254YCWEMAKngSlN0z4nhKgFXgIKgbPA72ualhRCWIEXgHuAReBZTdNGr/Xe+vyy0WgkmVwtNAnICwG/ShfVf1dcXExbWxt+v5+5uTmqq6vp6upi9+7dnDlzhrKyMgB5gs6fP8+ZM2fkaLu3t5dkMonNZqO0tJTi4mIWFxeZm5u7ol1Go5GKigqmp6dlpoJ+czQ3NzM4OIjb7aakpITBwUHq6uowm83SM8RoNFJeXi4XTeqZFPq89+DgIF//+tdJJpP88Ic/ZHZ2FrPZTDabJT8/H5/PR1dXFxs3bpRPA3Nzc+zatYvu7m5cLhf79u2TxSF1r43GxkYuXbqE3++nqakJh8NBPB4nGAzyi1/8glgsRiQSYceOHTidTrxeL01NTRQXF1NRUcE777xDLBajrq6O73znO9KHpampiZ6eHoqKiojFYpw7d468vDw0TSMvL08Wwjxy5Ah5eXlMT09TUVGB1WpdU4YUR4oj1Rcphm6EoZKSEgCEEOfWgiHF0aeDo2vVC/x1IlZfB3oAvTT4/wC+rWnaS0KI7wJfAf5v7ntA07QGIcTv5vZ79lpvrM+JCiFkKLOqqgqDwSBrBF0+Ki4rK2P79u3E43HpZPvUU08xOzvLW2+9BSDTWvW/E0IQj8dlIcnFxUVMJhOpVIrFxUXKysro6emRi/zsdruce15YWMDhcFyx6NBms1FRUYHf7ycUCtHf34+maUxNTfH+++/LJxSr1cru3bulk+6ZM2cYHh7GarXi8XhYWFjg7/7u72Q9Jj1VtqCggG3btnHmzBnC4TAWi4WFhQXpn/HSSy/J8gPpdFqWaggEAhQUFHD48GFisRgVFRVs2LCBvLw8KisrefHFF5mbm+OZZ54hk8lw/vx5WXzzgQceIB6Ps7CwwI4dO5iYmKC3txe/308qlaKlpYVYLEZrayuTk5O0trYSiURkWFRfsLmwsMDY2BibNm2ShUJNJtOaMqQ4UhypvkgxdCMMOZ1OgFLguOqLFEcfsy+6qsSNZNkIISqAHwH/FfgPwBPAAlCmaVpaCLET+GtN0/6dEOJQ7ud3hRAmYBYo1q7xQVarVfuw4damTZtkQcm5uTkCgQBlZWWkUikKCgqIRCJs375dXoSjR4+yuLiIpmnygHVgNE3DYFitO2Sz2eSo2+Fw8Mgjj2C1WonH4xw9ehRYfYKw2WxyQZ/JZCIWiwG/yvYwm83s2rWLd955h1QqJee+hRCyPEE0GqWxsZFoNIrP5yMWizE0NITZbMZoNFJaWsro6Kj039i4cSPFxcXy8/r7++Voubi4WBbG7O3tZX5+Hk3TKC8v56677sLhcEhL/0wmQzqdZmRkhNraWqLRKPfeey+apvHuu+8yOztLKBSio6ODWCyGz+eT4V+LxYLRaGRhYYGhoSEsFgvT09O43W4sFgubN2+mpKREZoCUl5eTTCYxmUy43W6i0Sijo6MyrF1RUUFBQQF//ud/zuTk5JG1YkhxpDhSfZFi6EYYmpub4xvf+EYYeFL1RYqj35Sjb33rW4yMjFzVfv1GI1bPAX8BuHKvi4BlTdP0apaTQHnu53JgInfx00KIYG5//+VvKIT4KvDVyy+6nvYphGBiYoK2tja2bt3Ke++9R21tLW63m66uLhYXF7n77rv5+c9/TmtrK52dnRIAu91OSUkJQ0NDcoStg2g2m0mn03J7Xl4e58+fp62t7YraP0KspqqWl5eTyWSIRCLEYjH5t/pThv4kcfmCQv14dGgnJibIZDKy5pJ+P1qtVkKhkLxhvF6vrGqeSCSkc+zIyIj0GHG73dx7770MDAygaRo+n48HH3yQubk5WRxycnKSdDpNc3MzNTU1DA4OUlJSwtTUFO3t7VRXV7O8vEw0GpVus5FIhGg0SllZGcPDw8zNzREOh4nFYmzZskUao01PT+PxeMjLy8PtdlNXV8ehQ4dob2/H6XSSTqdZWlqShmyDg4OEQiHMZrM+l39TGVIcKY5uBkeKoU8XQ/v379c50Uc9qi9SHP3aHMXj8Q8jIHXdgZUQ4nPAvKZpZ4QQe/TNV9lVu4Hf/WqDpv098Pe5C6LpqaEGg4G6ujrS6TQXL17kwIEDOJ1O3n77bcrLy9m7dy9jY2O8/PLLpNNpRkdHZaaCHuqcnZ0FVuew9dRV/eIbDAYMhtU6ThUVFaRSKd5//33C4bA0SNNDsQsLCzQ0NMiQ4dGjR8lms3g8HiKRiJwb17/rgF6eLqun10ajUYqKitA0jerqasbGxoBV+JxOJ8lkkkAgIEfZRUVFFBcX09/fTzabpaioiIWFBTo7O4lGoxgMBhobG7FYLNjtdhKJBIWFhdTV1XH06FFMJhOjo6PU5Ap31tfXy9Ta5eVl6aq7uLgoMy6EEPj9foLBIIlEgpKSEtra2uSxPfDAA7zxxhuyIrvRaCQ/Px+bzUYsFsPj8dDW1kZfXx8Wi4W8vDxsNhvz8/PkjOpuKkOKI8XRzeBIMfTpYsjj8QDELkNA9UWKo1+Lo6KiInmOrqYbiVjdB3xeCPEYYGN1Tvo5wCOEMOVG+RXAdG7/SaASmMyFTvOBpRv4HDweD+FwWIYSAdLpNPF4HKPRyPz8PGfOnKG5uZmJiQmsViuRSISVlRWsVitms5lQKAQg56Cz2awsAplIJLBYLFeccL3o5MrKigTVbDZLC/zJyUlqampIJpM4nU5cLhezs7MIIdi+fTvd3d00NjZSWVlJMBiku7tbLuTTF/xVVlYyOjrK4uIiRqOR4eFhvF4vXq+XYDAoU2N9Ph+Dg4P4fD46Ozu566672LVrFw6HA5PJxKVLl+Tivkwmw+bNm7FYLJjNZsbGxohEIpw4cYJsNssHH3yAEIKBgQEA/H4/U1NTci68vb2d0dFRCgoKMJlM5OXlUVxczPLysgzPtre3c+rUKcbHx9myZQszMzPcc889snOqr68nk8kwNDQkw8SnT5/GbDYzMjJCeXk5drud7u5uEokEQojRtWZIcaQ4Un2RYuhaDA0ODgJsZnWxuuqLFEe/Nkd6CZyP0nUHVpqmfQv4Vu7C7gG+qWnal4QQPwWeycH5B8BruT95Pff63dzvj1xvPloIgdfrlaE8PY0xnU7LlffFxcU4nU78fj+Dg4MYjUbS6bQ0QdNDk4D0CamsrKS9vZ0TJ05QVFTEyMiIzIDQzb1+7/d+j0OHDjE0NCRN2jKZDB6PB7PZzNzcHBUVFYRCIeLxuCzgWV9fz65du2hpaSEQCNDR0cGFCxeYmpqSCwwNBgPPPvssP/nJT/RzuXrSTSbi8ThLS0u0tLRgMpmYm5ujv78fr9fLyMiIrNGkVxyfmJhgYmKCvLw8qqqqiEajfO9738PtduNyuXjwwQd54YUXKCkpoaysjM7OTtxuN+Xl5RQXF1NaWsrhw4cJhUI0NDTwy1/+ErPZTF5eHi0tLXR3d3P69GmamppoaWmRTw1Hjx6loaFBVhNvbm7G4/EQCoXweDzs379fFgCdmZmhu7tbzvlbLBbi8bgs5RAMBmvWiiHFkeJI9UWKoRthaOfOnRw6dOgD4JuqL1Ic/SYcDQ8PE4lEPvL6fxwfq/8IvCSE+C/AOeD7ue3fB/5JCDHI6sj+d6/3RmazmWg0SiaTweFwAMgMA4PBwJNPPsnzzz8v52X1TIhUKkU2m8VisUi4tJyrrcGwWnfJ5/Pxmc98homJCQoLC1lZWSEWi0kvjYqKClwuF5WVlczOzlJdXU04HGbbtm3SKK2kpITe3l5SqZRMV11aWuLMmTOkUina29tZWlqiubmZd955B7PZLOemDx8+LJ8y9JIDDocDs9lMS0uLHBU7HA7pLhuPx7HZbCSTSZaXl9mwYQMrKytMTk4yOzsri3KaTCaEEESjUf7hH/4Bk8nE/Pw8tbW1uFwu2traSKVSTE1NyVCu0WiksrKSQCCA3W6XN31NTQ3Hjh2TfiMzMzMEg0EKCgowGFYrgnd3d3Pu3DnS6TQ7duxgYGCAWCzGyMiIPL6tW7eyZcsWhoaGsNvtTE9P4/V6P8o75qYxpDhSHKm+SDF0IwwtLy+vKUOKo08HR9fyQ7uhrMC1lsvl0u666y7pvmqz2chms9jtdoRYrZOUTCYlZFar9YrsBv0EWywWVlZWSCQSZDIZOfdcUFDAn/3Zn7F//37uvfde3njjDbkAz2azyRTVgoIC8vPz2b17N6dPn0bTNP74j/+Y1157jePHj8twK6zeJNu2beOee+5hYmKCY8eOkUgkyMvL06crKCkpobS0lEAgwOLiopzD1ksDbNmyhVAoRHV1Nfv37ycSicgMkI6ODgA2bNgg56d/8IMfyOwIPWyr10cyGo309/cTj8cpKipi27ZttLS0kMlkeOWVV9iwYQOXLl3CbDbz6KOPSnhqamrweDxYrVYOHTqkh8kB6OjokBb+0WiUpaUlmeFx9OhRhFg1i9PD2nohToAHHniAqqoqlpaWcDgc/NVf/RWBQOCqGRSKI8XReuFIMXTnM3T48GFefvnlM5qmbVccKY7Woi9aF87r+tzxysoKO3fu5OLFi3KOVp8j1S9sa2srw8PDcqRaWlqK3+/HYDBIR1mj0ShDp3qK6euvv84jjzzCT3/6UxwOhxx96+E9l8slywdMT09TX1+P3+9ndnYWr9d7ReaEDvfo6CgGg4FLly4Rj8dJp9PyycJgMNDa2spdd93FW2+9RTAYxO12yyeUlZUVRkdHmZmZYWlpiXA4DCBvRL020fnz5zEajSQSCXbs2MHMzIwEJRgMUlNTg9/vp6qqivvuu4/Dhw8zMjLCkSNHKCws5M0335QAJpNJLBYL3d3d5OfnY7VaOXz4MAUFBXJxn74Asqmp6YpzU19fz8zMDKlUip6eHnmj609XDz74IB6Ph8HBQfx+P6dOnWJsbIza2lpisRgWi0VxpDha9xwphu58hsrLy69+8RVHiqOb1Beti4GV1Wqlvr6ebDaLz+djYmJCppLqF9dms2EwGFheXsbpdJLNZjGZTIRCIXw+Hz6fj2AwCMDc3NwVKagGg4FkMkkikaCxsZFEIkFZWZmsjWQymWRBxng8zvz8PNPT08Tjcaampvjt3/5tuWDQYFgtPWAwGIhGo3R3d8uLqy8izGazVFdXs7S0xNTUFOFwmA0bNlBVVUUqlWJpaYlgMIgQgvr6egwGA5WVlUxMTGA0GnE6nYyOjsrwq94W3UTO6/WysrJCIBCgsLCQRCIhQ5Q6GA8//DCvvfYaZrOZvr4+du/eTSwWY3l5mcHBQRKJhAQoLy9P3oRtbW0cPXqUs2fPYrFYqKurk27BfX19XLp0ST5RwGrIu7a2lsHBQQKBAF/72te4ePEi7733HpcuXeLChQtyjl9xpDha7xwphu58hlpbW9eUIcXRp4Oja/VF62JgZTKZqKmpIZPJ0NfXx8rKCk6nE4PBIH9Op9Nks1n8fj+apsmUx2QyKWv4tLS0kEgk5ELB/Px8vvSlLzEwMEBBQQEej4eRkRFaWlooLi5mdnYWu91OWVmZfIJIpVLEYjG2bt3K7OwsFRUVnDx5UnqKGI1GPB4PwWAQq9VKY2MjgUAAv9+PyWSSodFgMEhtbS0AiUSCp59+mmg0yk9+8hPC4TAGw6oDr9/vp7i4WC4g1MO/AG1tbfzgBz+QwJw4ceKKxYImk4mDBw/Kqtu9vb2Mjo6iaRrj4+Pk5eURDodpbW3l2LFj8kaJxWKUlZWxtLSEz+eTKb19fX0UFxdjsVgQQjA1NYXdbmd2dlaGfvXrYDAY5Pu1tLQwNDTEpk2beOONN5ifn2dhYQG32y3deaenp69y5RVHiqP1xZFi6M5nSC8NozhSHK1VX7Qu1lhVVVVp3/zmN2UocWlpiWw2K+v0fDiFFKCgoIANGzbI+dv8/HympqaIRqM0NDTIUWgsFuOLX/wiBw4cIJvNsmXLFmZnZwmHw/j9frZv387w8LCEPS8vj5GREWD1qaCpqYlwOEwgEJAL/YqKiti9ezeTk5P4fD4WFhYIBoPyCSKdThMMBnE6nXg8HgKBAMXFxXz+85/n+eeflyFH/SnBarXK1Fjdwba9vV3WRYLVcKruSSKEoKCgQM69a9pqTaN4PI6madjtdjweD4uLi7IaeDKZZHp6mlQqRWNjI0ajkYmJCRKJBNu3b2dsbIzl5WUZvtXn83UDOqPRKEspWK1W9uzZQ3FxMQMDAwSDQdLpNOFwmOXlZYQQbNy4kbKyMmpyFcNfeukl5ufn13SNleJIcaQYUgxdj6FUKsV3v/vdNV1jpTi68zm6Vl+0LiJWQgh5IhsbG1lYWCCZTEqDM7vdjtVqZW5ujqKiIrkgzuFwUFJSIvdzuVw8/PDDvP/++1gsFjRNY2VlhX379lFRUcGzzz5Ld3e3PHFFRUU0NDRQVVXFyZMnWV5eZmFhAZPJJLMddI8MPQNAf189MyA/P5/p6WmZRms2myU4sVhM2vqXlpaSSq1WBV9ZWcHn8xEOh6moqJCppJlMBqvVSiKR4MKFC0SjUYQQFBUVUVpaitvt5tixY9hsNpqbmxkbG2NychKASCQizdp8Ph+JRIKVlRU8Hg9bt26luLiYF198kWw2S2FhIZWVlWiaRm9vL8ePH5c3hH6MOvROp5Pl5eUrAPT5fHi9Xt59910Zek4kEgDy6cdkMlFdXc27775LJBKRN5DiSHG0njlSDN35DNnt9jVlSHH06eDoWn3RuhhY6aPz4eFhYrEY+fn5WCwWOQrW/TzS6TSRSIT77ruPgYEBhBCEw2EikQjZbJbGxkaGhoa4cOECNpuNUCgkF91NTU3xj//4j3JOVjcQ0z1DPvOZz/D666/LDI6SkhIikQjJZFKOcvV5WaPRSEFBgZw3drlcGI1G5ubmWFpaoqKiQnpchEIhLl68SF1dnZzjNRgMhMNhtm7dSmtrKzabjUAgwNjYGDabTYZv9YWFzc3NnDx5EqvVKsOm09PTdHR0kEgkZCjZaDSyc+dOotEob7/9NpqmMTMzw/79+7FYLKTTaUpKSpiZmSGbzUpfEiFW3YFtNhtWq5XW1lbGxsYoLS3lgw8+kNdId8HdtGmTDPnqIWq9rbp/i8/n45//+Z9lqusnERlVHCmOFEOKoesxVFlZuaYMKY4+HRxdqy9aFwMrTdM4e/YsDz74ICMjIywsLFBYWAggw6Yul4vm5mYikYhc3KeHUevr6ykqKuLkyZNyQWAoFLoiVTU/P19mKughwdHRURwOhwQQVhcder1erFYrTqeTQCCAw+Hgd37ndzhw4ADl5eUSVJvNxoYNG+TI/eWXX8bj8VBSUiLrQZWVlXHhwgVee+01WQpAX3jY09PDzp07GRwclPWbdHgvz/D45S9/CSAveCqVkvWRAoGABOCJJ54gHo8TjUZlNgesghEMBqULcDgcJpVKyRH99u3byWQyBAIBlpeXOXv2LKlUilAoJPfTR/a6Q/DQ0BCRSAQhBG63m6KiIvney8vLJJNJOjo6mJiYIJ1O09/frzhSHK17jhRDdz5D0Wh0TRlSHH06OLpWX7Qu1lj5fD7tm9/8Jnl5eUSjUWZnZ5mbm8NkMtHf308ymcTr9aJpmhwBW61Wnn76aRKJBA6Hg+npaY4cOSI9KHTpC+dcLheapslq4XoGhsViwWq1yrCnPs/r9XrZvHkzfr+fRGK1gKTf78dms1FWVkZTUxPJZJJgMMjy8jLxeJyuri7GxsaumMfVw8HpdFr6lFye2WGxWPB6vXKkrIdrS0pKMJlM+P1+WfxSL3cghMBkMskK3EajUdZW0qHRj8nhcFBTU4PX68XtdtPZ2cnMzAxFRUXU19fjdDopLy9H0zR+/OMfy9TYbDZLTU0Nw8PDuFwuysvLmZmZkU9cFouFwsJC2Snorr+7d+/m8OHD1NXVUVlZyVtvvYXb7WZ4eJjx8fE1XWOlOFIcKYYUQ9dj6KmnnuIb3/jGmq6xUhzd+Rxdqy9aFxGrSCRCOBymqKhIWsg3NTVx6NAhDAYDXq+X4eFheaB6KualS5fw+Xzs27dPQqSnrsbjcen5oRegnJiYkBdc9xlJp9NXLLqrr69HiZ94nAAAFeZJREFUCMHi4iKxWIxNmzYxNDTE8vIyfr+fdDpNKBRiYGCAoaEhPB4PhYWFXLhwQc65appGOr1aHFLTNGkEpy/qy2QyMoU1m83KOk0mkwmr1YrJZJJz2T6fj7GxMTRN4/HHH+fgwYMyA8NisVBVVUVjY6OsOQWrTwbJZJJNmzaRl5cn579nZmbw+XxMTU0xNzfH7OwsbrdbllLQ23Z5kUmn00l1dTUej0c65JpMJhwOB263WxbvDIfD3H///Rw4cIBkMklvby89PT3Y7Xa2bNki26Y4UhytZ44UQ3c+Q6+88sqaMqQ4+nRwdK2+yLDmhN2AkskkP/rRj/ibv/kbfvGLX8h50ExmtfDj/Pw8mUxGenXYbDZcLheFhYW88sorxGIxotEoy8vLGI1G6uvr8Xg8bN++nR07dmCz2RgfH2f79u2YTCbKysrkHGxRUZEc4SeTSaLRqLwYvb29vPvuu2zatEmOYiORCOfOnaOzs5NgMIjZbKa7u1uO5HW49Xa0tbXR3t6OwWDA7XZz//33097ejslkkhW1YRUcs9ksQ6Jf/vKX6ejowOFwyCeDV199lXg8TiaTkV4c8/Pz9Pb2Mjk5SUtLi1wYKIQgHo/T09NDQ0OD9DOpqqoCoLGxkZKSElwuF+FwGKfTKYtXejwe2tvb6e/vl2m2+vx8dXU1BQUFuN1uLBYLtbW1Mnw7Pj4uF/zB6tOIvsjwk4iMKo4UR4ohxdD1GNKnnxRHiqO16ovWRcQKfpV6ubi4yLFjxwDYuHEjKysrzM3NYbFYuO+++wgEApSVldHT0yN9JdxuNyaTiaGhIQB8Ph87d+7EZDIxNjbGo48+yokTJ1hYWJDeGvrFdzgccn7YZDJxzz33YLfbaWxsZG5ujnA4jNvtlmFc3alVr0fU19cHIMHTJYSgqamJ/Px8+R4ul4uCggIuXLgg99dH8gaDAY/Hg9/vZ2lpiRdeeIHPfe5znDp1Ck1brRWlh0RramqoqqriySefZH5+npMnTxIOhxkZGcFut7Nt2zYmJyeJRCJYLBYWFhY4duwYTqeTM2fOSPM5n88nK39PT0/jcrn46le/SiaT4cyZMxiNRnw+H5WVlRw7dgyDwYDL5aK6uppAIEB/f780kzMYDJw9exa32000GiUvL4+nnnqKw4cP09nZKTNQFEeKo/XOkWLozmbok5Li6M7m6Fp90bpYY2W327WysjLpydHd3Q2Ax+OhqamJM2fOUF9fT11dHd3d3QQCARKJBEVFRcRiMRobG0mn0wwMDOBwOPB6vezZs0dWrB4ZGaGjo4O8vDx6e3t5++23EUJIZ1iv10soFOKBBx7g1VdfZdu2bZSUlOD3+6XLqslkkl4kui6v76RnMOihz9bWVubn55mYmECI1YKV+nc9E0PTNAoLC6XVfzQaJRAIkJ+fj8/nQ9M0uru7yWazlJeXY7VaZRpva2srR44ckU80mUyGmpoaeVMuLy/LczM1NUVvby9CrJZYsNvtbNiwgZKSEmw2G++//z7FxcVUVlbywQcfyHltWK2P1NnZKVOEn3jiCWpra0mlUjz33HPS40Q3Vevo6CAUCvGzn/1MeoVYrVa6u7uJRqNrusZKcaQ4Ugwphq7HUDqd5uzZs2u6xkpxdOdzdK2+aF1ErDRNY+vWrUxOTuL1emXjo9EoBQUFtLe3s7KywsWLF6UHBUAgEMBqtTI+Pk5ZWRl/8id/wuTkJOFwmM2bN9Pf308qlaK4uJgzZ87I9/6t3/otjhw5wsMPP8x3vvMduru7sdls/OhHP8JgMOD3+5menmZ2dlamVuoXRW+vEAK73Y7JZMJutxOJRDCZTHI+t7i4mEuXLklodXgeeughjh8/Lr09hBAUFxdTUVGBx+Ohs7MTk8mE2+2mv79fZlLoTr7pdJrBwUF+/vOfy1BtJpOhubkZj8dDfn4+J06ckD4bwWCQYDAo/UR0g7qhoSG5gLC0tBSHw0FnZ6c0jNNTTE+fPk02m2XDhg2k02l6enoYGxvj/fffl08blZWVTE1NEYlEWFhYYGZmRrbZ6/XyyCOPMD4+rjhSHK17jhRDdz5DS0tLnD17VnGkOFqzvmhdDKysVitTU1O0tLQQCoUwm80AxONxZmdnWVlZIZlMUlhYSCAQkBdbXzAXiUTw+XykUinsdjs+n096edTU1HD+/HnKy8upq6sjHA5jtVr5whe+wLe//W1isRjpdFqGTQEWFhbkfK4+YtdHzXoo1Wq1YjAYeOihh4jH45w+fRqDwUBpaSmZTIZ3332XWCx2xTys0WjkyJEj1NfXs7S0JD9jcXERh8NBMpnEaDSiaRper5cLFy7IvysrKyMYDNLR0UFfX5+8KfRFipcuXSI/P5/PfvazcgFhbW0tCwsLpNNpnnrqKVKplCyuGY1GWVlZIRwOYzKZeOqpp+jt7ZUZHAaDgba2NtLpNF1dXbS1tREKhYhGo3R2dsraSuXl5bS2tjIzM8PU1BSxWIzS0lL27t3L1NQUGzdu5NVXXyUUCimOFEfrniPF0J3PkO50rjhSHK1VX7QuBlYGw2oRyLvvvpuenh7+6I/+iH/913/F7/fT39+Px+OhoKCAgoICmpqaOHDgAHa7nZWVFbLZ1aKLfr+f0dFRYHVuu7+/n3vvvZeBgQH27NmD1WqVFv/j4+MEg8Grpokmk0mZ0aC/V35+Pk888QRdXV3Mzs5iMKzWe7JYLMzMzMhij/n5+ezZs4fl5WVCoRCHDx+W762/n/768lTV/Px8eWOZzWYmJiZ47bXXZLhWd8t1u9289dZbzM7OAkj/ECEEVVVV1NfXMzAwIH1axsfHZZbIgQMHSKfTlJWVYTQa6ejoYGpqSoY9jx49yoMPPihH5t3d3ZSVlWG32+VTzM6dOzl48KD8PP3J4r333pML/Ox2Oy6Xi0AgwO7duzl//vwVi//WUoojxZFiSDF0PYYuP37FkeJoLfqiG8oKFEKMCiE+EEJ0CSFO57YVCiHeFEIM5L4X5LYLIcT/EUIMCiEuCCHuvt77Z7NZKioqyMvLk/WEmpub2bZtG08//TRf+9rXePLJJ/H7/dxzzz00NzdLAD0eDw899BDT09O88847ALz55pvMz88zNDREIpHAarXy4osv8k//9E+YzWampqbwer0kk0lWVlZkCmgmk5HW9RaLRaarLiws8NOf/pSuri4ACgsLqa+vR9M0+vr6iMfjfPaznyWTyTAyMiKrmptMJgm5Pl9dWFhIOBymuLhYlhUwGo10dXXR29vL1NSUTJetr6/n0UcfxWg0Mj8/z+DgIJcuXcJms0kADAaDTB1tamoik8lcsSiwoaEBQIZ1AWpqauQxx2IxEomE9EmpqakhGo2SzWZ59dVXpcX/e++9xwsvvEB1dTWZTIZ0Ok1FRQU7d+7kgQcekJDW1dUxMzPDwMAAzz//PKdPn6ampgan06k4Uhx9bI5y/xgVQ4qh35ih3bt3A2xWHCmOPu7/tI/SDS1eF0KMAts1TfNftu1/Akuapv13IcRfAgWapv1HIcRjwJ8CjwH3Av9b07R7r/X+Xq9X27FjB3Nzc+zevVsWVtywYYN0et2zZw8HDx5keXkZr9d7RehQv8gmkwmXyyXnZxcWFshkMjz++OPs27ePvXv3srS0xPnz52XF71QqJcO0BQUFNDQ0sGvXLkZHRzl79qz0+dA0jbq6Ovbu3YvVauW73/0uJpPpipGrEIJ77rmH+vp6jh49Sjwex2AwyOrgqVSK+vp6zGYzVVVVnDt3Trrm6n+vzwVnMhn27t2L2WzmyJEj0r1Wz6bQw5tCCEpKSqiqqsLpdDIzM8PY2BiRSITa2lrq6up47733JGRut1suRDxy5AiaplFQUACspgjriyk1TaOiooLt27dz8OBBVlZWMBqNmM1mWltb2bt3L4ODgxQXF3Pw4EEmJyflTXz//fdz6tQpWf1748aNnDhxgtnZ2THFkeLo43C0b98+stlssWJIMfSbMrRx40b+9m//NgmUK44URx/nf9rMzMxVw58fZ2DVB+zRNG1GCOEDjmqatlEI8Xzu5//34f0+6v1LS0u1++67j5GREVm922KxyBOnhzctFgvAFfO8ejhSH+kKIeTiO90kzGg0UlVVxcjIiDQaE2LVaG3Hjh3Mz88zPj5OVVUVf/qnf0owGORf/uVfSKfTjI2NyRH45s2bZdjVYrEwODgoj+Fyi3z9dWFhIU8++SQ//OEPMRqNWCwWtm7dSl9fH9XV1XR1dcn5fofDQUNDg/Q6AXA6ndTV1dHT0yMN2TRNw+PxEAwG5byx2WzmmWeeoa+vj/HxcRlWbW1tpbS0lMLCQg4ePIjT6SSdTlNXV8epU6fkXPbdd9+N2+0GYGRkhEgkwvLyMm1tbXR3d1NQUMDs7Cx2ux1N00gkEjQ0NGAwGPD5fLI8QVVVlUxl7enpobe3F4vFgs1mo6enB7/ff7WBleJIcXTDHJ04ceJqAyvFkGLohhlqamri+9///tUGVoojxdGv9T9tYWHhY2UFasAvhBAa8LymaX8PlOpg5UAsye1bDkxc9reTuW1XQCiE+CrwVUBmE0QiEWkvr9cg0iHTPUEu+/srFtG5XC7pnZFOp6WTq65Lly6RTqfl6N9oXHVgdbvdLC4u8tBDD3Hu3DnGxsY4cuQIX/ziF1laWuLFF19kcXGRvLw8hoeHqaqqkgv6LodQb4teMdtsNrN3714SiQR/+Id/SCwW49ixY5w/f55IJMLMzIwEVw9hPvbYYxQUFHD8+HEymQwrKyvMz8/Lc6Eft55G2tvbSzKZJJlM0tnZyeTk5BVPG7//+7+PyWTipZdeklkq7e3tvPjiixJ0TdPYsmULy8vLlJWV8dBDD/HjH/8Yn89HY2OjLBtw6tQpdu3axQsvvICmaTLVtaenR5rRpVIptm7dKk3wXC4XoVAITdN0Uz7FkeLoY3GUa79iSDH0GzM0OTmpN0txpDj6uP/TrqobjVht0DRtOgfam6yGRV/XNM1z2T4BTdMKhBBvAP9N07R3ctsPA3+hadpH+r8XFRVpLpdLjnQvh08/8frcrclkkovXLk/bbGtro6urC4vFwsaNG7l48aLMsvjwMeoX3mw24/P5WFpawmKxyMrhXq8Xk8lEPB6X4VXdSOxLX/oSTqeT48eP09XVJYHOZDJyvlcIISGvqKgAYM+ePfzsZz+TdZ3gV08EAGazmfLycmZnZ6UT7eXSPUJg9aZtaWnh3LlzZLPZK/a1WCzyuPPy8rBarUSjUYxGI62trVRUVFBdXc1zzz0n02aNRiNf/vKXEUJQXV0tK6I//vjjBINBxsbGOHHiBLW1tZw9e/aKMG9eXh6bN2/G6/Xy5ptvYjabqaiowO/3EwgE5Jz+4OAgkUikXHGkOPo4HPX39xONRoViSDH0mzLkcrk4fvz4BU3TtiqOFEcf539aOBz+zSNWmqZN577PCyH2AR3AnBDCd1nYdD63+yRQedmfVwDT13p/vWp37jOu+K6P4tPpNA0NDVRVVbF3717++q//GiGErKG0efNmmpubefXVV2WNn/Pnz8s00w+DDfCVr3yFs2fPEg6HpXutpmnMz88jhJD7WywWWSdJX2Tn9/vl/LfT6ZTbrFYrZrNZQjkzM8MXvvAF3nrrLYLBIJqmXRHuLC8vZ2xsjHQ6zejoqJyLlhfIZMJkMsknm1QqhcfjYefOndJyX78pTSYTzz77LKdPn2Z0dJRoNEo4HJbzyJs2baKoqIjvfe97/+YzQqEQ77zzDslkklgsJjNTtm3bxvDwMH6/n/n5eTweDxaLhcXFRWmU1traytjYmKzM3tfXd0Vmis1mw263Ew6HFUeKo4/FkcPh0M+vYkgx9BsxtHXrVo4fP55SHCmOPu7/tI/SdSNWQggHYNA0LZz7+U3gPwO/BSxqv1roV6hp2l8IIR4H/j2/Wuj3fzRN67jOZ4SBvms2ZH3LC/ivu9f61CfV9mqgTnH0kbqdGYJPpv0GoErTNK9i6CN1O3P0SbVdcXRt3c4MwSf4P03TtOKr/eJGIlalwL7cSNcE/FjTtINCiPeBnwghvgKMA7+d2/9fWQVwEIgBf3QDn9GnrWF5gbWWEOL07dr+T6rtQog64B3F0dV1OzMEn0z7cwztE0KcRzF0Vd3OHH3CfZHi6CN0OzME66P91x1YaZo2DGy9yvZFVkf4H96uAV+7Ka1TumOkOFL6uFIMKd0MKY6U1lo3ZBCqpKSkpKSkpKR0fa2XgdXf3+oGfEzdzu2/ndv+Yd3Ox3I7tx1u//brut2P43Zu/+3c9g/rdj6W27ntsA7af0N2C0pKSkpKSkpKStfXeolYKSkpKSkpKSnd9rrlAyshxGeFEH1itcDlX97q9nxYQohKIcTbQogeIcRFIcTXc9tvWsHOtZYQwiiEOCeE2J97XSuE6My1/V+EEJbcdmvu9WDu9zW3st03KsXQJyPF0a3VncCRYujWS3G09rqlAyshhBH4DvAo0AJ8UQjRcivbdBWlgT/TNG0TsAP4Wq6Nfwkc1jStETicew2rx9KY+/oq8H8/+Sb/G30d6Lns9f8Avp1rewD4Sm77V4CApmkNwLdz+61rKYY+USmObq3uBI4UQ7deiqO1lparv3UrvoCdwKHLXn8L+NatbNMNtPk1YC+r5m++3DYfq74lAM8DX7xsf7nfLWpvBas3yUPAfkCwap5m+vA1AA4BO3M/m3L7iVt9zhVDt5YhxdH6/LrdOFIMrc8vxdHN/7rVU4EfVdxyXSoXRtwGdPKhgp3A9Qp23io9B/wFkM29LgKWNU3Tq39e3j7Z9tzvg7n917PW2/m+pm5ThkBxtK50m3KkGFpnUhytjW71wOpqBQzXZZqiEMIJvAx8Q9O00LV2vcq2W3JMQojPAfPalcVCr9W+ddP2X0O3TZtvR4ZAcbTedDtypBhaf1IcrZ1uqAjzGurXLm55KySEMLMK4D9rmvZKbvNNK9i5hroP+LwQ4jHABrhZHe17hBCm3Aj+8vbpbZ8UQpiAfGDpk2/2r6X1dL4/UrcxQ6A4Wje6jTlSDK0jKY7WVrc6YvU+0Jhb0W8Bfhd4/Ra36QoJIQTwfaBH07T/ddmvXgf+IPfzH7A6T61v/3Iuk2IHENTDq5+0NE37lqZpFZqm1bB6bo9omvYl4G3gmdxuH267fkzP5PZft09cOSmG1liKo/Wh25kjxdD6keLoE+DoVi1Au2wh2mNAPzAE/Kdb3Z6rtG8Xq6HDC0BX7usxVudpDwMDue+Fuf0Fq5khQ8AHwPZbfQy5du0B9ud+rgNOsVpU9KeANbfdlns9mPt93a1ut2Jo/TCkOLrl7bsjOFIM3fI2Ko7W+Es5ryspKSkpKSkp3STd6qlAJSUlJSUlJaU7RmpgpaSkpKSkpKR0k6QGVkpKSkpKSkpKN0lqYKWkpKSkpKSkdJOkBlZKSkpKSkpKSjdJamClpKSkpKSkpHSTpAZWSkpKSkpKSko3SWpgpaSkpKSkpKR0k/T/AUt8uzAP0AqzAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 720x576 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "## visualize predicted masks\n",
    "start = 0\n",
    "rows = 10\n",
    "\n",
    "#cmaps = {0: \"Reds\", 1: \"Blues\", 2: \"Greens\", 3: \"Oranges\"}\n",
    "titles = {0: \"Class=1\", 1: \"Class=2\", 2: \"Class=3\", 3: \"Class=4\"}\n",
    "\n",
    "cnt = 0\n",
    "for idx, (img, mask) in enumerate(train_dl):\n",
    "    if idx<start:\n",
    "        continue\n",
    "    mask = mask.numpy()\n",
    "    img = img.numpy()\n",
    "    for j in range(BATCH_SIZE):#BATCH_SIZE=8\n",
    "        cnt+=1\n",
    "        fig, axes = plt.subplots(ncols=4, figsize=(10, 8))\n",
    "        for ch in range(4):\n",
    "            axes[ch].imshow(img[j][0], cmap='gray')\n",
    "            axes[ch].imshow(mask[j][ch], cmap='gray', alpha=0.2)\n",
    "            #axes[ch].set_title('Target')\n",
    "        if cnt>rows:\n",
    "            break\n",
    "    if cnt>rows:\n",
    "            break"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# from dataset.augmentation import *\n",
    "\n",
    "# for _ in range(100):\n",
    "#     img = np.random.randn(256,1600)\n",
    "#     masks_arr = np.random.randn(4, 256, 1600)\n",
    "\n",
    "#     img2, masks_arr2 = do_augmentation(img, masks_arr)\n",
    "\n",
    "#     print(img.shape, masks_arr.shape)\n",
    "#     print(img2.shape, masks_arr2.shape)\n",
    "#     print()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## about augmentations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import sys\n",
    "sys.path.append('../')\n",
    "\n",
    "import numpy as np\n",
    "from matplotlib import pyplot as plt\n",
    "from glob import glob\n",
    "\n",
    "from dataset.augmentation import *\n",
    "from dataset.dataset import mask2rle, build_mask, rle2mask\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "fname_list = glob('../data/raw/train/*')\n",
    "random_fname_list = np.random.choice(fname_list, 10)\n",
    "\n",
    "len(fname_list), len(random_fname_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "# ## visualize augmented images\n",
    "# mask_data = build_mask()\n",
    "\n",
    "# for idx, fname in enumerate(random_fname_list):\n",
    "#     raw_img = plt.imread(fname)[:,:,0]/255\n",
    "#     masks_in_rle = mask_data[fname.split('/')[-1]]\n",
    "#     raw_masks_arr = np.array([rle2mask(_mask) for _mask in masks_in_rle])\n",
    "#     aug_img0, aug_mask0 = do_augmentation(raw_img, raw_masks_arr)\n",
    "#     aug_img1, aug_mask1 = do_augmentation(raw_img, raw_masks_arr)\n",
    "#     #aug_img2, aug_mask2 = do_augmentation(raw_img, raw_masks_arr)\n",
    "    \n",
    "#     imgs = (raw_img, aug_img0, aug_img1)\n",
    "#     masks = (raw_masks_arr, aug_mask0, aug_mask1)\n",
    "\n",
    "#     fig, axes = plt.subplots(ncols=len(imgs), figsize=(15, 8))    \n",
    "#     for i, ax in enumerate(axes):\n",
    "#         ax.imshow(imgs[i], cmap='gray')\n",
    "#         found = False\n",
    "#         for ch in range(4):\n",
    "#             if masks[i][ch, :, :].sum()>0:\n",
    "#                 cmaps = {0: \"Reds\", 1: \"Blues\", 2: \"Greens\", 3: \"Oranges\"}\n",
    "#                 titles = {0: \"Class=1\", 1: \"Class=2\", 2: \"Class=3\", 3: \"Class=4\"}\n",
    "#                 ax.imshow(masks[i][ch, :, :], cmap=cmaps[ch], alpha=0.2)\n",
    "#                 ax.set_title(titles[ch])\n",
    "#                 found = True\n",
    "#                 break\n",
    "#         if not found:\n",
    "#             ax.set_title(\"Non-Defect\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## test some new augmentation ideas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "import sys\n",
    "sys.path.append('../')\n",
    "\n",
    "from dataset.mask_functions import rle2mask, mask2rle\n",
    "from dataset.dataset import prepare_trainset, build_mask\n",
    "import cv2\n",
    "import numpy as np\n",
    "from matplotlib import pyplot as plt\n",
    "import math\n",
    "import copy\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "mask_data = build_mask()\n",
    "fnames = list(mask_data.keys())\n",
    "masks = list(mask_data.values())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def do_shift_scale_crop(image, mask=None, x0=0, y0=0, x1=1, y1=1 ):\n",
    "    #cv2.BORDER_REFLECT_101\n",
    "    #cv2.BORDER_CONSTANT\n",
    "\n",
    "    height, width = image.shape[:2]\n",
    "    image = image[y0:y1,x0:x1]\n",
    "    if mask is not None:\n",
    "        mask  = mask [:,y0:y1,x0:x1]\n",
    "\n",
    "    image = cv2.resize(image,dsize=(width,height))\n",
    "    if mask is not None:\n",
    "        mask = np.array([cv2.resize(arr, dsize=(width,height)) for arr in mask])\n",
    "        mask  = (mask>0.5).astype(np.float32)\n",
    "    return image, mask\n",
    "\n",
    "def do_random_shift_scale_crop_pad2(image, mask=None, limit=0.10):\n",
    "\n",
    "    H, W = image.shape[:2]\n",
    "\n",
    "    dy = int(H*limit)\n",
    "    y0 =   np.random.randint(0,dy)\n",
    "    y1 = H-np.random.randint(0,dy)\n",
    "\n",
    "    dx = int(W*limit)\n",
    "    x0 =   np.random.randint(0,dx)\n",
    "    x1 = W-np.random.randint(0,dx)\n",
    "\n",
    "    #y0, y1, x0, x1\n",
    "    image, mask = do_shift_scale_crop(image, mask, x0, y0, x1, y1 )\n",
    "    return image, mask\n",
    "\n",
    "def do_shift_scale_rotate2( image, mask, dx=0, dy=0, scale=1, angle=0 ):\n",
    "    borderMode=cv2.BORDER_REFLECT_101\n",
    "    #cv2.BORDER_REFLECT_101  cv2.BORDER_CONSTANT\n",
    "\n",
    "    height, width = image.shape[:2]\n",
    "    sx = scale\n",
    "    sy = scale\n",
    "    cc = math.cos(angle/180*math.pi)*(sx)\n",
    "    ss = math.sin(angle/180*math.pi)*(sy)\n",
    "    rotate_matrix = np.array([ [cc,-ss], [ss,cc] ])\n",
    "\n",
    "    box0 = np.array([ [0,0], [width,0],  [width,height], [0,height], ],np.float32)\n",
    "    box1 = box0 - np.array([width/2,height/2])\n",
    "    box1 = np.dot(box1,rotate_matrix.T) + np.array([width/2+dx,height/2+dy])\n",
    "\n",
    "    box0 = box0.astype(np.float32)\n",
    "    box1 = box1.astype(np.float32)\n",
    "    mat  = cv2.getPerspectiveTransform(box0,box1)\n",
    "\n",
    "    image = cv2.warpPerspective(image, mat, (width,height),flags=cv2.INTER_LINEAR,\n",
    "                                borderMode=borderMode,borderValue=(0,0,0,))  #cv2.BORDER_CONSTANT, borderValue = (0, 0, 0))  #cv2.BORDER_REFLECT_101\n",
    "    mask_rot = []\n",
    "    for ch in range(mask.shape[0]):\n",
    "        _mask = mask[ch,:,:]\n",
    "        _mask = cv2.warpPerspective(_mask, mat, (width,height),flags=cv2.INTER_NEAREST,#cv2.INTER_LINEAR\n",
    "                                    borderMode=borderMode,borderValue=(0,0,0,))  #cv2.BORDER_CONSTANT, borderValue = (0, 0, 0))  #cv2.BORDER_REFLECT_101\n",
    "        _mask  = (_mask>0.5).astype(np.float32)\n",
    "        mask_rot.append(_mask)\n",
    "    mask_rot = np.array(mask_rot)\n",
    "    return image, mask_rot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0031ae9.jpg\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "((512, 768), (4, 512, 768))"
      ]
     },
     "execution_count": 84,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "idx = 2\n",
    "\n",
    "fname = fnames[idx]\n",
    "print(fname)#, masks[0]\n",
    "\n",
    "img = cv2.imread('../data/raw/train/'+fname)#defualt read in BGR format\n",
    "img = cv2.cvtColor(img, cv2.COLOR_BGR2GRAY)\n",
    "img = cv2.resize(img, (768, 512))\n",
    "#img = img / 255\n",
    "\n",
    "mask = np.array([cv2.resize(rle2mask(masks[idx][i]), (768, 512)) for i in range(4)])\n",
    "\n",
    "img.shape, mask.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((512, 768), (4, 512, 768))"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "img, mask = do_random_shift_scale_crop_pad2(img, mask, limit=0.125)\n",
    "img, mask = do_shift_scale_rotate2(img, mask, dx=0, dy=0, scale=1, angle=np.random.uniform(0, 10))\n",
    "\n",
    "img.shape, mask.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(512, 768)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f882c791b70>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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03siweOrvAbADeH/ZXlzmxTzVt5reteXPA24r/yg7V2d5zkHB3amfPfA24H+nfl+6VueAuj8C/FeXa227VdLoErAtO6zL186H8mf6++itZjtXb2k/PEjvQmR30Psr64XMfHVALX+osxx/ETh2PuoErgE+B/y+7B/b0TphCJdaHoJTgGeAfyntp69G73pHXatzqg3AN8t2J2ttO7gbXQK2ozpRe0QcCXwHuDIzXzrU1AFj81JvZr6WmWfQW9GeBZx2iFpaqTMiPgHsz8z7+ocPUUvbP/9zM/NMep84dXlEfOAQc9uqdTG91uN1mfk+4De8/klZg7T9PaW8hnEh8O3ppg4Ym7da2w7uGi4B29nL10bEEnqh/fXM/G4Z7my9mfkC8AN6PcEVETF5yYX+Wv5QZzl+FPDcPJR3LnBhRDwJ3ESvXXJNB+sEqrnU8gQwkZm7yv4t9IK8a3X2uwC4PzOfLvudrLXt4L4XWFteuV9K70+U7S3XNFUnL18bEQHcAOzJzC91td6IOD4iVpTtNwMfAvYAdwEXH6TOyfovBu7M0kQcpsy8OjNXZ+ZJ9H4P78zMT3WtTqjnUsuZ+Qtgb0S8uwydD/yka3VOcSmvt0kma+perfPd+B/wQsA6emdEPAH8Tcu1fBN4Cvgdvf+jbqLXt9wJPF7ujylzA/hKqfvHwNg81/rH9P40exh4sNzWda1e4L3AA6XOR4C/LeOnAPfQu/zvt4FlZXx52R8vx09p4ffgg7x+Vknn6iw1PVRuj07+u+naz7489xnA7vLz/3fg6C7WWZ7/COBZ4Ki+sU7W6jsnJakybbdKJEkzZHBLUmUMbkmqjMEtSZUxuCWpMga3JFXG4JakyhjcklSZ/wdWuedU8dfkHQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "_mask = mask[0]\n",
    "print(_mask.shape)\n",
    "plt.imshow(_mask)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f87d4671898>"
      ]
     },
     "execution_count": 87,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(img, cmap='gray')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f87d45e1a58>"
      ]
     },
     "execution_count": 88,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(_img, cmap='gray')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## what is the histogram of pixels area?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "mask_data = build_mask()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "mask_pixel_list = {1:[], 2:[], 3:[], 4:[]}\n",
    "\n",
    "for idx,(img_id,masks) in enumerate(tqdm_notebook(mask_data.items())):\n",
    "    #if idx>10:\n",
    "    #    break\n",
    "    #print(img_id)\n",
    "    for cls,mask in enumerate(masks):\n",
    "        if mask=='':\n",
    "            continue\n",
    "        else:\n",
    "            mask_arr = rle2mask(mask)\n",
    "            mask_pixel_list[cls+1].append(mask_arr.sum())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "mask_arr.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "cls=2\n",
    "\n",
    "fig = plt.hist(mask_pixel_list[cls])\n",
    "text = plt.title('class=%d'%cls)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "(np.array(mask_pixel_list[cls])<10000).mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "h,w = 256, 1600\n",
    "400*(h/256)*(w/1600)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
